fix(javadoc): Remove collision block

The fingerprint covers trie metadata and the compiled node graph, exposes
a lowercase hex representation plus defensive raw bytes, and is stable
across equivalent trie builds and persistence round-trips.

.github/workflows/build.yml

@@ -51,7 +51,7 @@ jobs:
           test -f gradle/verification-metadata.xml
 
       - name: Execute build, tests, PMD, coverage, Javadoc, distribution packaging, and SBOM generation
-        run: ./gradlew --no-daemon clean build pmdMain javadoc jacocoTestReport distZip cyclonedxBom
+        run: ./gradlew --no-daemon clean ciRelease distZip pmdMain javadoc jacocoCiReleaseReport cyclonedxBom
 
       - name: Upload SBOM
         if: always()
@@ -70,8 +70,8 @@ jobs:
         with:
           name: test-reports
           path: |
-            build/reports/tests/test
+            build/reports/tests
-            build/test-results/test
+            build/test-results
           if-no-files-found: warn
           retention-days: 14
 
@@ -90,8 +90,8 @@ jobs:
         with:
           name: coverage-reports
           path: |
-            build/reports/jacoco/test/html
+            build/reports/jacoco/jacocoCiReleaseReport/html
-            build/reports/jacoco/test/jacocoTestReport.xml
+            build/reports/jacoco/jacocoCiReleaseReport/jacocoCiReleaseReport.xml
           if-no-files-found: warn
           retention-days: 14
 
@@ -160,7 +160,7 @@ jobs:
         env:
           SIGNING_KEY: ${{ secrets.SIGNING_KEY }}
           SIGNING_PASSWORD: ${{ secrets.SIGNING_PASSWORD }}
-        run: ./gradlew --no-daemon clean build pmdMain javadoc jacocoTestReport cyclonedxBom centralBundle
+        run: ./gradlew --no-daemon clean ciRelease distZip pmdMain javadoc jacocoCiReleaseReport cyclonedxBom centralBundle
 
       - name: Generate release changelog
         shell: bash

.github/workflows/pages.yml

@@ -70,7 +70,7 @@ jobs:
           test -f gradle/verification-metadata.xml
 
       - name: Build reports for publication
-        run: ./gradlew --no-daemon clean build pmdMain javadoc jacocoTestReport pitest jmh cyclonedxBom
+        run: ./gradlew --no-daemon clean ciRelease pmdMain javadoc jacocoCiReleaseReport pitest jmh cyclonedxBom
 
       - name: Prepare gh-pages worktree
         shell: bash
@@ -93,6 +93,9 @@ jobs:
         run: |
           set -euo pipefail
 
+          TEST_REPORT_DIR="build/reports/tests/ciRelease"
+          JACOCO_REPORT_DIR="build/reports/jacoco/jacocoCiReleaseReport"
+
           SITE_DIR=".gh-pages"
           RUN_DIR="${SITE_DIR}/builds/${GITHUB_RUN_NUMBER}"
           RUN_METRICS_DIR="${RUN_DIR}/metrics"
@@ -106,14 +109,14 @@ jobs:
           cp -R build/docs/javadoc "${RUN_DIR}/javadoc"
           cp -R build/docs/javadoc "${LATEST_DIR}/javadoc"
 
-          cp -R build/reports/tests/test "${RUN_DIR}/test"
+          cp -R "${TEST_REPORT_DIR}" "${RUN_DIR}/test"
-          cp -R build/reports/tests/test "${LATEST_DIR}/test"
+          cp -R "${TEST_REPORT_DIR}" "${LATEST_DIR}/test"
 
           cp -R build/reports/pmd "${RUN_DIR}/pmd"
           cp -R build/reports/pmd "${LATEST_DIR}/pmd"
 
-          cp -R build/reports/jacoco/test/html "${RUN_DIR}/coverage"
+          cp -R "${JACOCO_REPORT_DIR}/html" "${RUN_DIR}/coverage"
-          cp -R build/reports/jacoco/test/html "${LATEST_DIR}/coverage"
+          cp -R "${JACOCO_REPORT_DIR}/html" "${LATEST_DIR}/coverage"
 
           cp -R build/reports/pitest "${RUN_DIR}/pitest"
           cp -R build/reports/pitest "${LATEST_DIR}/pitest"
@@ -178,7 +181,7 @@ jobs:
 
           python3 \
             ./tools/generate-pages-badges.py \
-            --jacoco-xml build/reports/jacoco/test/jacocoTestReport.xml \
+            --jacoco-xml "${JACOCO_REPORT_DIR}/jacocoCiReleaseReport.xml" \
             --pit-xml build/reports/pitest/mutations.xml \
             --jmh-csv build/reports/jmh/jmh-results.csv \
             --run-metrics-dir "${RUN_METRICS_DIR}" \
@@ -228,7 +231,7 @@ jobs:
             <p class="meta">Build ${GITHUB_RUN_NUMBER} from commit ${GITHUB_SHA}</p>
             <ul>
               <li><a href="./javadoc/">Javadoc</a></li>
-              <li><a href="./test/">Test Report</a></li>
+              <li><a href="./test/">Release Verification Test Report (ciRelease)</a></li>
               <li><a href="./pmd/main.html">PMD Report</a></li>
               <li><a href="./coverage/">Coverage Report</a></li>
               ${DEPENDENCY_CHECK_LINK:-<li>Dependency Vulnerability Report: not available</li>}
@@ -260,7 +263,7 @@ jobs:
 
           - [Latest build summary](https://leogalambos.github.io/Radixor/builds/latest/)
           - [Javadoc](https://leogalambos.github.io/Radixor/builds/latest/javadoc/)
-          - [Unit test report](https://leogalambos.github.io/Radixor/builds/latest/test/)
+          - [Release verification test report (ciRelease)](https://leogalambos.github.io/Radixor/builds/latest/test/)
           - [PMD report](https://leogalambos.github.io/Radixor/builds/latest/pmd/main.html)
           - [JaCoCo coverage report](https://leogalambos.github.io/Radixor/builds/latest/coverage/)
           - [PIT mutation testing report](https://leogalambos.github.io/Radixor/builds/latest/pitest/)

.ruleset

@@ -162,7 +162,7 @@
    <rule ref="category/java/design.xml/CollapsibleIfStatements"/>
    <rule ref="category/java/design.xml/CouplingBetweenObjects">
       <properties>
-         <property name="threshold" value="60" />
+         <property name="threshold" value="70" />
       </properties>
    </rule>
    <rule ref="category/java/design.xml/CyclomaticComplexity">

README.md

@@ -1,15 +1,13 @@
-<img src="Radixor.png" width="30%" align="right" alt="Radixor logo" />
+<img src="docs/assets/images/banner.jpg" width="100%" alt="Radixor banner" />
 
-# Radixor
-
-[![Quality gates](https://github.com/leogalambos/Radixor/actions/workflows/build.yml/badge.svg?branch=main)](https://github.com/leogalambos/Radixor/actions/workflows/build.yml)
-[![Coverage](https://img.shields.io/endpoint?url=https://leogalambos.github.io/Radixor/builds/latest/metrics/coverage-badge.json)](https://leogalambos.github.io/Radixor/builds/latest/coverage/)
-[![Published reports](https://img.shields.io/badge/reports-GitHub%20Pages-blue)](https://leogalambos.github.io/Radixor/builds/latest/)
-[![Mutation score](https://img.shields.io/endpoint?url=https://leogalambos.github.io/Radixor/builds/latest/metrics/pitest-badge.json)](https://leogalambos.github.io/Radixor/builds/latest/pitest/)
-[![English benchmark](https://img.shields.io/endpoint?url=https://leogalambos.github.io/Radixor/builds/latest/metrics/jmh-badge.json)](https://leogalambos.github.io/Radixor/builds/latest/jmh/jmh-results.txt)
-[![Maven Central](https://img.shields.io/maven-central/v/org.egothor/radixor)](https://central.sonatype.com/artifact/org.egothor/radixor)
 [![License](https://img.shields.io/github/license/leogalambos/Radixor)](LICENSE)
 [![Java](https://img.shields.io/badge/Java-21%2B-brightgreen)](#)
+[![Maven Central](https://img.shields.io/maven-central/v/org.egothor/radixor)](https://central.sonatype.com/artifact/org.egothor/radixor)
+[![Published reports](https://img.shields.io/badge/reports-GitHub%20Pages-blue)](https://leogalambos.github.io/Radixor/builds/latest/)
+[![Quality gates](https://github.com/leogalambos/Radixor/actions/workflows/build.yml/badge.svg?branch=main)](https://github.com/leogalambos/Radixor/actions/workflows/build.yml)
+[![Coverage](https://img.shields.io/endpoint?url=https://leogalambos.github.io/Radixor/builds/latest/metrics/coverage-badge.json)](https://leogalambos.github.io/Radixor/builds/latest/coverage/)
+[![Mutation score](https://img.shields.io/endpoint?url=https://leogalambos.github.io/Radixor/builds/latest/metrics/pitest-badge.json)](https://leogalambos.github.io/Radixor/builds/latest/pitest/)
+[![English benchmark](https://img.shields.io/endpoint?url=https://leogalambos.github.io/Radixor/builds/latest/metrics/jmh-badge.json)](https://leogalambos.github.io/Radixor/builds/latest/jmh/jmh-results.txt)
 
 *Fast, deterministic, multi-language stemming for Java, built around compact patch-command tries and measured at roughly 4× to 6× the throughput of the Snowball Porter stemmer family on the current English benchmark workload.*
 
@@ -167,6 +165,9 @@ The repository keeps the front page concise and places detailed documentation un
 - [Architecture](docs/architecture.md)  
   Structural model, data flow, and runtime lookup behavior.
 
+- [Lookup Edge Optimization](docs/lookup-edge-optimization.md)  
+  Speed/memory trade-off of dense child edge lookup in compiled tries.
+
 - [Reduction Semantics](docs/reduction-semantics.md)  
   Ranked, unordered, and dominant reduction behavior.
 

build.gradle

@@ -108,9 +108,19 @@ dependencyCheck {
     }
 }
 
-tasks.withType(Test).configureEach {
+def cliIncludeTags = project.findProperty('includeTags')?.toString() ?: System.getProperty('includeTags')
-    useJUnitPlatform()
+def cliExcludeTags = project.findProperty('excludeTags')?.toString() ?: System.getProperty('excludeTags')
 
+def splitTagExpression = { String tagsExpr ->
+    if (tagsExpr == null || tagsExpr.isBlank()) {
+        return []
+    }
+    return tagsExpr.split(',')
+            .collect { it.trim() }
+            .findAll { it != null && !it.isBlank() }
+}
+
+tasks.withType(Test).configureEach {
     doFirst {
         jvmArgs "-javaagent:${configurations.mockitoAgent.singleFile}"
     }
@@ -123,14 +133,127 @@ tasks.withType(Test).configureEach {
     minHeapSize = '1g'
     maxHeapSize = '4g'
 
-    finalizedBy(tasks.named('jacocoTestReport'))
-
     reports {
         junitXml.required = true
         html.required = true
     }
 }
 
+def configureJUnitPlatformTags = { Test task, String includeTagsExpr, String excludeTagsExpr ->
+    task.useJUnitPlatform {
+        final def includes = splitTagExpression(includeTagsExpr)
+        final def excludes = splitTagExpression(excludeTagsExpr)
+
+        if (!includes.isEmpty()) {
+            includeTags(*includes.toArray(new String[0]))
+        }
+        if (!excludes.isEmpty()) {
+            excludeTags(*excludes.toArray(new String[0]))
+        }
+    }
+}
+
+tasks.named('test', Test) {
+    configureJUnitPlatformTags(it, cliIncludeTags, cliExcludeTags)
+    finalizedBy(tasks.named('jacocoTestReport'))
+}
+
+def configureTaggedTestProfile = { String taskName, String includeTagsExpr, String excludeTagsExpr = null,
+                                   String taskDescription = null, String testNameExcludePatterns = null ->
+    tasks.register(taskName, Test) {
+        group = 'verification'
+        description = taskDescription
+
+        configureJUnitPlatformTags(delegate as Test, includeTagsExpr, excludeTagsExpr)
+        testClassesDirs = sourceSets.test.output.classesDirs
+        classpath = sourceSets.test.runtimeClasspath
+        dependsOn(tasks.named('compileTestJava'))
+
+        doFirst {
+            jvmArgs "-javaagent:${configurations.mockitoAgent.singleFile}"
+        }
+
+        if (testNameExcludePatterns != null && !testNameExcludePatterns.isBlank()) {
+            filter {
+                testNameExcludePatterns.split(',').each { String pattern ->
+                    final def trimmedPattern = pattern.trim()
+                    if (!trimmedPattern.isEmpty()) {
+                        excludeTestsMatching(trimmedPattern)
+                    }
+                }
+            }
+        }
+
+        minHeapSize = '1g'
+        maxHeapSize = '4g'
+
+        reports {
+            junitXml.required = true
+            html.required = true
+        }
+    }
+}
+
+configureTaggedTestProfile(
+        'ciSmoke',
+        'unit',
+        'slow',
+        'Fast feedback profile for unit tests with slow tests explicitly excluded.',
+        'org.egothor.stemmer.CompileIntegrationTest*'
+)
+
+configureTaggedTestProfile(
+        'ciCore',
+        'unit,trie,frequency-trie,property',
+        null,
+        'Focused profile for core trie behavior and trie-specific property checks.'
+)
+
+configureTaggedTestProfile(
+        'ciIntegration',
+        'integration',
+        'slow',
+        'Integration pipeline profile (loader/parser/CLI/IO end-to-end flows) excluding slow integration paths.'
+)
+
+configureTaggedTestProfile(
+        'ciSlow',
+        'slow',
+        null,
+        'Targeted profile for all slow tests (large dictionaries, long-running corpus validation, and heavy integration checks).'
+)
+
+configureTaggedTestProfile(
+        'ciCompat',
+        'compat,regression',
+        null,
+        'Compatibility profile guarding persisted artifact and compatibility regressions.'
+)
+
+configureTaggedTestProfile(
+        'ciRelease',
+        null,
+        'slow',
+        'Release-profile validation of all non-slow tests.',
+        'org.egothor.stemmer.CompileIntegrationTest*,org.egothor.stemmer.StemmerPatchTrieLoaderTest$BundledDictionaryTests*'
+)
+
+configureTaggedTestProfile(
+        'ciNightly',
+        'fuzz',
+        null,
+        'Nightly robustness profile with fuzz testing emphasis.'
+)
+
+tasks.register('ci') {
+    group = 'verification'
+    description = 'Runs the full enterprise CI profile set in sequence.'
+    dependsOn(tasks.named('ciSmoke'))
+    dependsOn(tasks.named('ciCore'))
+    dependsOn(tasks.named('ciIntegration'))
+    dependsOn(tasks.named('ciCompat'))
+}
+
 tasks.withType(Pmd).configureEach {
     reports {
         xml.required = true
@@ -155,6 +278,36 @@ tasks.named('jacocoTestReport', JacocoReport) {
     }
 }
 
+def registerJacocoProfileReport = { String reportTaskName, String sourceTaskName ->
+    tasks.register(reportTaskName, JacocoReport) {
+        group = 'verification'
+        description = "Generates Jacoco report for ${sourceTaskName} execution."
+
+        dependsOn(tasks.named(sourceTaskName))
+
+        classDirectories.setFrom(
+                files(sourceSets.main.output).asFileTree.matching {
+                    exclude 'org/egothor/stemmer/StemmerKnowledgeExperiment*'
+                    exclude 'org/egothor/stemmer/DiacriticStripper*'
+                }
+        )
+
+        executionData.setFrom(
+                fileTree(layout.buildDirectory.dir('jacoco')) {
+                    include "${sourceTaskName}.exec"
+                }
+        )
+
+        reports {
+            xml.required = true
+            csv.required = false
+            html.required = true
+        }
+    }
+}
+
+registerJacocoProfileReport('jacocoCiReleaseReport', 'ciRelease')
+
 tasks.named('check') {
     dependsOn(tasks.named('jacocoTestReport'))
     // no-default, only on-demand: dependsOn(tasks.named('dependencyCheckAnalyze'))

docs/compatibility-and-guarantees.md

@@ -75,6 +75,14 @@ The distinction between preferred-result lookup and multi-result lookup is part
 
 That model is part of how the public API should be understood.
 
+Visitor lookup methods such as `getAllNormalized(..., EntrySink, maxResults)` are additive hot-path APIs. They expose the same local ordering and count semantics without allocating result containers, but they do not replace `get()`, `getAll()`, or `getEntries()`.
+
+Compiled `FrequencyTrie` instances are immutable and thread-safe for concurrent reads. Visitor sinks are caller-owned and are not retained by the trie. Stored values passed to sinks are the model-owned trie values; for `FrequencyTrie<String>` patch tries, those patch strings are immutable stored strings rather than fresh per-result strings.
+
+### Stable patch application behavior
+
+`PatchCommandEncoder.apply(...)` remains the compatibility API for string-returning patch application. Buffer-oriented `applyTo(...)` overloads are additive APIs for caller-owned output storage. They do not retain output arrays, report insufficient capacity with `APPLY_INSUFFICIENT_CAPACITY`, and preserve the existing malformed-patch compatibility behavior where `apply(...)` preserves the source.
+
 ### Stable reduction-mode intent
 
 Each public `ReductionMode` constant carries a semantic contract that should remain meaningful across versions.

docs/lookup-edge-optimization.md

@@ -0,0 +1,193 @@
+# Lookup Edge Optimization
+
+Compiled trie nodes (`CompiledNode`) use three lookup strategies when resolving child edges:
+
+1. dense array direct lookup,
+2. linear scan for very small child counts,
+3. binary search over sorted edge labels.
+
+This page explains the dense path, what `maxExpandedIndex` controls, and how to tune it.
+
+## Runtime model of one node
+
+For a node with sorted edge labels `char[] edges`, the implementation can materialize an
+index-aligned dense table when labels occupy a small compact code-point interval:
+
+```text
+span = maxEdge - minEdge
+use dense table iff (span <= maxExpandedIndex) and (maxExpandedIndex > 0)
+```
+
+When dense lookup is used, lookup is constant-time indexing:
+
+```text
+denseIndex = requestedEdge - minEdge
+return denseChildren[denseIndex]  // or null if outside interval
+```
+
+When dense lookup is not active (interval is too wide or the configured
+`maxExpandedIndex` is `0`), `CompiledNode` still chooses between two fallback
+strategies:
+
+- **linear scan** for very small child counts (`4` or fewer children),
+- **binary search** for larger child counts.
+
+This means the fallback method is selected by child count, not by “distance” alone.
+`linear scan` is therefore used when there are only a few edges even if those edges are
+spread across very distant code points.
+
+### Example: few edges, wide Unicode span
+
+```text
+edges = ['a', '中', '你']
+edge count = 3
+minEdge = 'a' (U+0061)
+maxEdge = '你' (U+4F60)
+span = 20319
+```
+
+- If `maxExpandedIndex = 512`, dense indexing is not used because `span > maxExpandedIndex`.
+- Because `edge count = 3` (<= 4), lookup falls back to a tiny linear scan of the
+  three labels.
+- This is exactly the case where you get benefit from the threshold even though the interval is wide.
+
+This is useful for non-Latin scripts as well: what matters is interval width in Unicode
+code points, not script name. A compact Arabic-range block can still benefit from dense
+lookups when keys stay in a tight code-point interval.
+
+## Why this is configurable
+
+`maxExpandedIndex` is only a performance/paging choice:
+
+- higher value:
+  - more compact intervals qualify for dense tables,
+  - more constant-time child lookup,
+  - more memory for dense tables in qualifying nodes.
+- lower value (or `0`):
+  - less dense-table allocation,
+  - fewer branches into constant-time path,
+  - lower materialization memory.
+
+The value never changes lookup semantics. It only changes the in-memory structure shape.
+
+## Persistence and loading model
+
+This threshold is **not** stored in `TrieMetadata`.
+
+- The binary format stores only trie payload and semantic metadata (`reduction`, `traversal`,
+  case/diacritic settings, and stream version).
+- `maxExpandedIndex` is chosen when materializing nodes in memory.
+- You can therefore keep one persisted artifact and load it with different in-memory
+  trade-offs depending on deployment constraints.
+
+## Default
+
+- `FrequencyTrie.DEFAULT_MAX_EXPANDED_INDEX == 512`
+- `CompiledNode.DEFAULT_MAX_EXPANDED_INDEX == 512`
+
+These are practical defaults for mixed-language text and Latin-like scripts where edge labels
+often cluster.
+
+## Tune during build (writable phase)
+
+Use the full `FrequencyTrie.Builder` constructor when you are compiling from source data.
+The builder threshold is applied while freezing reduced nodes into the immutable form.
+
+```java
+import org.egothor.stemmer.CaseProcessingMode;
+import org.egothor.stemmer.DiacriticProcessingMode;
+import org.egothor.stemmer.FrequencyTrie;
+import org.egothor.stemmer.ReductionMode;
+import org.egothor.stemmer.ReductionSettings;
+import org.egothor.stemmer.WordTraversalDirection;
+
+final ReductionSettings settings = ReductionSettings.withDefaults(
+        ReductionMode.MERGE_SUBTREES_WITH_EQUIVALENT_RANKED_GET_ALL_RESULTS);
+
+final FrequencyTrie.Builder<String> fastBuilder =
+        new FrequencyTrie.Builder<>(String[]::new,
+                settings,
+                WordTraversalDirection.BACKWARD,
+                CaseProcessingMode.LOWERCASE_WITH_LOCALE_ROOT,
+                DiacriticProcessingMode.AS_IS,
+                1024); // prefer lookup speed
+
+// ... put(...) ...
+final FrequencyTrie<String> trie = fastBuilder.build();
+```
+
+Use `0` or `256` for lower memory while still building larger tries.
+
+```java
+final FrequencyTrie.Builder<String> compactBuilder =
+        new FrequencyTrie.Builder<>(String[]::new,
+                settings,
+                WordTraversalDirection.BACKWARD,
+                CaseProcessingMode.LOWERCASE_WITH_LOCALE_ROOT,
+                DiacriticProcessingMode.AS_IS,
+                256); // lower memory profile
+```
+
+## Tune when loading a binary artifact (runtime phase)
+
+At artifact load time, you can tune the same trade-off independently of persisted metadata.
+
+```java
+import java.nio.file.Path;
+
+import org.egothor.stemmer.StemmerPatchTrieLoader;
+
+var defaultLookup = StemmerPatchTrieLoader.loadBinary(
+        Path.of("stemmers", "english.radixor.gz"));
+
+var fastLookup = StemmerPatchTrieLoader.loadBinary(
+        Path.of("stemmers", "english.radixor.gz"), 1024);
+
+var compactLookup = StemmerPatchTrieLoader.loadBinary(
+        Path.of("stemmers", "english.radixor.gz"), 0);
+```
+
+You can also set the threshold directly with `FrequencyTrie.readFrom(...)` when reading streams:
+
+```java
+import java.io.DataInputStream;
+import java.io.IOException;
+import java.io.InputStream;
+import java.nio.file.Files;
+import java.nio.file.Path;
+import java.util.zip.GZIPInputStream;
+
+import org.egothor.stemmer.FrequencyTrie;
+
+public final class StreamLoadExample {
+
+    private StreamLoadExample() {
+        throw new AssertionError("No instances.");
+    }
+
+    public static void main(final String[] arguments) throws IOException {
+        try (InputStream fileInput = Files.newInputStream(Path.of("stemmers", "english.radixor.gz"));
+                GZIPInputStream gzip = new GZIPInputStream(fileInput);
+                DataInputStream dataInput = new DataInputStream(gzip)) {
+            final FrequencyTrie<String> compactOnLoad = FrequencyTrie.readFrom(
+                    dataInput,
+                    String[]::new,
+                    input -> input.readUTF(),
+                    256);
+        }
+    }
+}
+```
+
+Note: the string codec is intentionally inline in this snippet to keep it self-contained.
+
+## Practical guidance
+
+- Start with default (`512`) in production and profile before changing it.
+- Use `0` when memory is the priority and query throughput is not the bottleneck.
+- Use values around `1024` for workloads dominated by compact alphabets and very hot lookups.
+
+Trade-off expectation:
+
+- increasing `maxExpandedIndex` improves lookup speed when edges tend to occupy short spans,
+- decreasing it reduces per-node auxiliary memory in dense-span nodes.

docs/programmatic-loading-and-building.md

@@ -87,6 +87,43 @@ public final class LoadBinaryExample {
 
 The binary format is the native `FrequencyTrie` serialization wrapped in GZip compression. It includes persisted `TrieMetadata`, so lookup after loading uses the traversal, case-processing, diacritic-processing, and reduction settings captured when the trie was compiled.
 
+## Tune child lookup density when loading binaries
+
+To optimize hot-path latency, you can tune direct child indexing by passing `maxExpandedIndex`
+at load time. This does not change persisted metadata, only the materialized in-memory form.
+
+```java
+import java.io.IOException;
+import java.nio.file.Path;
+
+import org.egothor.stemmer.FrequencyTrie;
+import org.egothor.stemmer.StemmerPatchTrieLoader;
+
+public final class LoadBinaryWithDenseLookupExample {
+
+    private LoadBinaryWithDenseLookupExample() {
+        throw new AssertionError("No instances.");
+    }
+
+    public static void main(final String[] arguments) throws IOException {
+        final FrequencyTrie<String> balanced = StemmerPatchTrieLoader.loadBinary(
+                Path.of("stemmers", "english.radixor.gz"));
+
+        final FrequencyTrie<String> fast = StemmerPatchTrieLoader.loadBinary(
+                Path.of("stemmers", "english.radixor.gz"),
+                1024);
+
+        final FrequencyTrie<String> compact = StemmerPatchTrieLoader.loadBinary(
+                Path.of("stemmers", "english.radixor.gz"),
+                0);
+    }
+}
+```
+
+Negative values still use `FrequencyTrie.DEFAULT_MAX_EXPANDED_INDEX`.
+
+[Lookup Edge Optimization](lookup-edge-optimization.md) describes the trade-off in detail and examples for build-time tuning as well.
+
 ## Build directly with a mutable builder
 
 A `FrequencyTrie.Builder<V>` accepts repeated `put(key, value)` calls and compiles the final read-only trie through `build()`. Compilation performs bottom-up reduction and produces the compact immutable runtime representation.

docs/programmatic-querying-and-ambiguity.md

@@ -33,6 +33,28 @@ import org.egothor.stemmer.ValueCount;
 final List<ValueCount<String>> entries = trie.getEntries("axes");
 ```
 
+### Visitor lookup for hot paths
+
+For allocation-sensitive token loops, use the visitor-style lookup methods. They visit the same ordered local values and counts without allocating a result array, list, or `ValueCount` objects.
+
+```java
+trie.getAll("axes", (patch, count, rank) -> {
+    // rank is zero-based and follows the same ordering as getAll(String).
+    return true; // return false to stop after this callback
+}, 8);
+```
+
+If the caller has already normalized the input exactly as required by `trie.metadata()`, the normalized methods avoid lookup normalization buffers too:
+
+```java
+final char[] token = "axes".toCharArray();
+trie.getAllNormalized(token, 0, token.length, (patch, count, rank) -> {
+    return true;
+}, 8);
+```
+
+`getAllNormalized(...)` bypasses `caseProcessingMode` and `diacriticProcessingMode`; callers are responsible for supplying canonical input. `maxResults == 0` visits nothing, negative values are rejected, and a sink returning `false` stops iteration after the current callback.
+
 ## Apply patch commands
 
 A patch command is not the final stem. It must be applied to the original input token. `PatchCommandEncoder.apply(source, patchCommand)` performs that transformation directly on the serialized command format. If the source is `null`, the method returns `null`. If the patch is `null`, empty, or malformed in compatibility-relevant ways, the original source word is preserved. Equal source and target words are represented by the canonical no-op patch.
@@ -45,6 +67,25 @@ final String patch = trie.get(word);
 final String stem = PatchCommandEncoder.apply(word, patch);
 ```
 
+Hot paths can apply a patch into caller-owned character storage:
+
+```java
+final char[] output = new char[32];
+final int produced = PatchCommandEncoder.applyTo(
+        word,
+        patch,
+        trie.traversalDirection(),
+        output,
+        0,
+        output.length);
+
+if (produced != PatchCommandEncoder.APPLY_INSUFFICIENT_CAPACITY) {
+    final String stem = new String(output, 0, produced);
+}
+```
+
+`applyTo(...)` returns the produced character count on success and `APPLY_INSUFFICIENT_CAPACITY` when the output range is too small. Capacity failure does not write partial output. The source and output ranges of the `char[]` overload must not overlap.
+
 For multiple candidates:
 
 ```java

docs/programmatic-usage.md

@@ -25,6 +25,7 @@ This is why Radixor can generalize beyond explicitly listed forms and why compil
 The programmatic API is easier to understand when split by developer task:
 
 - [Loading and Building Stemmers](programmatic-loading-and-building.md) explains how to acquire a compiled stemmer from bundled resources, textual dictionaries, binary artifacts, or direct builder usage.
+- [Lookup Edge Optimization](lookup-edge-optimization.md) explains dense child lookup tuning and the speed/memory trade-off when materializing compiled tries.
 - [Querying and Ambiguity Handling](programmatic-querying-and-ambiguity.md) explains `get(...)`, `getAll(...)`, `getEntries(...)`, patch application, and the practical meaning of reduction modes.
 - [Extending and Persisting Compiled Tries](programmatic-extending-and-persistence.md) explains how to reopen compiled tries, add new lexical data, rebuild them, and store them as binary artifacts.
 
@@ -40,6 +41,24 @@ The main types involved in programmatic usage are:
 - `FrequencyTrieBuilders` for reconstructing a mutable builder from a compiled trie,
 - `ReductionMode` and `ReductionSettings` for controlling compilation semantics.
 
+## Java module system (JPMS)
+
+The core artifact is published as an explicit JPMS module:
+
+```java
+module org.egothor.radixor;
+```
+
+A named consuming module uses:
+
+```java
+module example.consumer {
+    requires org.egothor.radixor;
+}
+```
+
+The core module is standalone and can be consumed directly as a normal Java module.
+
 ## Recommended reading order
 
 For most developers, the best order is:

docs/quality-and-operations.md

@@ -58,6 +58,27 @@ A deterministic system is easier to test, easier to reason about, and safer to i
 
 The project is intended to maintain very high confidence in both core correctness and behavioral stability.
 
+The recommended execution strategy is defined by the tagged test profiles in [Test taxonomy and execution filtering](test-taxonomy-and-filtering.md). In practice, teams can execute profile tasks directly:
+
+- `./gradlew ciSmoke`: fast local/PR safety checks (`unit`, excluding `slow`; additionally excludes
+  `CompileIntegrationTest` as a defensive safeguard).
+- `./gradlew ciSlow`: enterprise heavy gate for all tests marked with `slow` (typically
+  production dictionary and large corpus verification). This should be used for scheduled/manual
+  hardening gates and not in standard release build.
+- `./gradlew ciCore`: behavioral coverage of trie and frequency-trie paths (`unit` + `property` where applicable)
+- `./gradlew ciIntegration`: pipeline and CLI integration path checks
+- `./gradlew ciCompat`: compatibility and regression verification for persisted artifacts
+- `./gradlew ciRelease`: full non-slow suite for release-confidence runs (all test tags except `slow`,
+  plus explicit name-based exclusion of `CompileIntegrationTest*` and
+  `StemmerPatchTrieLoaderTest$BundledDictionaryTests*` as additional guardrails)
+- `./gradlew ciNightly`: extended fuzz profile for robustness hardening
+- `./gradlew ci`: umbrella profile depending on smoke/core/integration/compat
+
+## Test taxonomy and execution filtering
+
+The full tag taxonomy and executable filter examples are documented in
+[Test taxonomy and execution filtering](test-taxonomy-and-filtering.md).
+
 ### Structural coverage
 
 High code coverage is treated as a useful signal, but not as a sufficient goal on its own. Coverage is valuable only when the covered scenarios actually pressure the implementation in meaningful ways.

docs/quick-start.md

@@ -67,6 +67,36 @@ public final class LoadBinaryStemmerExample {
 }
 ```
 
+You can tune in-memory child lookup density at load time without changing the artifact:
+
+```java
+import java.io.IOException;
+import java.nio.file.Path;
+
+import org.egothor.stemmer.FrequencyTrie;
+import org.egothor.stemmer.StemmerPatchTrieLoader;
+
+public final class LoadBinaryStemmerExampleTuned {
+
+    private LoadBinaryStemmerExampleTuned() {
+        throw new AssertionError("No instances.");
+    }
+
+    public static void main(final String[] arguments) throws IOException {
+        final FrequencyTrie<String> fast = StemmerPatchTrieLoader.loadBinary(
+                Path.of("stemmers", "english.radixor.gz"),
+                1024);
+        final FrequencyTrie<String> compact = StemmerPatchTrieLoader.loadBinary(
+                Path.of("stemmers", "english.radixor.gz"),
+                128);
+
+        System.out.println("fast=" + fast.size() + ", compact=" + compact.size());
+    }
+}
+```
+
+For the trade-off details, see [Lookup Edge Optimization](lookup-edge-optimization.md).
+
 ### Build or extend a stemmer from dictionary data
 
 Radixor can also build a compiled trie from a custom dictionary. Dictionary lines consist of a canonical stem followed by zero or more variants. The input may be plain UTF-8 text or GZip-compressed UTF-8 text when loaded from a filesystem path. The parser applies `CaseProcessingMode` (default: `LOWERCASE_WITH_LOCALE_ROOT`), ignores leading and trailing whitespace around columns, supports line remarks introduced by `#` or `//`, and skips dictionary items that contain embedded whitespace.

docs/reports.md

@@ -23,7 +23,7 @@ These reports are primarily useful when reviewing the published API surface and
 
 These reports describe the outcome of core verification and static-analysis stages for the latest published build:
 
-- [Unit test report](https://leogalambos.github.io/Radixor/builds/latest/test/)
+- [Release verification test report (ciRelease)](https://leogalambos.github.io/Radixor/builds/latest/test/)
 - [PMD report](https://leogalambos.github.io/Radixor/builds/latest/pmd/main.html)
 - [JaCoCo coverage report](https://leogalambos.github.io/Radixor/builds/latest/coverage/)
 - [PIT mutation testing report](https://leogalambos.github.io/Radixor/builds/latest/pitest/)

docs/test-taxonomy-and-filtering.md

@@ -0,0 +1,216 @@
+# Test Tag Taxonomy and Execution Guide
+
+Radixor uses JUnit tags as an explicit execution policy for its test suite.
+
+The project uses three orthogonal axes:
+
+1. **Scope** (how the test is executed in the pipeline)
+2. **Domain** (where in the system it belongs)
+3. **Intent** (what behavior it verifies)
+
+## Canonical scope tags
+
+| Tag | Description | Typical usage |
+| --- | --- | --- |
+| `unit` | Fast, deterministic tests that exercise a specific class or behavior without external processes. | Default developer feedback; should stay near-zero flakiness and low run time. |
+| `integration` | Tests that span multiple components or end-to-end flows of the public pipeline. | Parser/loader/CLI/IO integration checks and multi-step compile-then-load validations. |
+| `property` | Property-based tests with generator-driven coverage for invariants. | Semantics-preserving laws and edge-case exploration beyond curated fixtures. |
+| `fuzz` | Randomized stress checks with bounded runtime. | Heavier probabilistic verification of robustness and reduction invariants. |
+| `compat` | Backward/forward compatibility and reproducibility checks for persisted artifacts. | Artifact fingerprints, deterministic rebuild, and regression fixtures. |
+| `slow` | Long-running or expensive tests that should not execute in every fast gate. | Heavy fuzz/property budgets or high-duration integration checks. |
+
+## Canonical domain tags
+
+| Tag | Description | Typical usage |
+| --- | --- | --- |
+| `core` | Core algorithm and foundational platform behavior. | Traversal direction, base data structures, low-level helpers. |
+| `trie` | All mutable/compiled trie behaviors and traversal internals. | Lookup path selection, node shape, child representation, subtree behavior. |
+| `frequency-trie` | Algorithms and corner cases specific to frequency-aware trie logic. | Ranking, weighted reductions, persistence of weighted nodes. |
+| `stemmer` | End-user stemming pipeline semantics. | Parse-encode-apply flows and output invariants. |
+| `patch` | Patch encoding, decoding, and application semantics. | `PatchCommandEncoder` behavior and related compatibility contracts. |
+| `io` | Input/output and resource loading boundaries. | Filesystem readers, streams, and stream lifecycle handling. |
+| `serialization` | Binary persistence contract of compiled artifacts. | Versioned format reads/writes and checksum/consistency checks. |
+| `parser` | Dictionary and metadata parsing concerns. | Dictionary input parsing and malformed-source rejection. |
+| `cli` | Command-line entrypoint and command orchestration behavior. | Compile CLI integration and CLI argument validation. |
+| `metadata` | Trie metadata semantics, compatibility fields, and schema expectations. | Version flags, structural properties, and metadata round-trips. |
+| `compile` | Compile-time pipeline and build-oriented behavior. | Building, reduction-mode behavior, and compiled artifact generation. |
+| `diacritic` | Unicode diacritic normalization and stripping behavior. | Accent-removal correctness and locale-safe normalization checks. |
+
+## Canonical intent tags
+
+| Tag | Description | Typical usage |
+| --- | --- | --- |
+| `construction` | Tests around construction and assembly of runtime structures. | Builders, loaders, and compile-time object construction contracts. |
+| `lookup` | Read behavior and retrieval semantics. | `get()`, `getAll()`, traversal and missing-key behavior. |
+| `persistence` | Storage lifecycle semantics. | Serialization/deserialization and round-trip correctness. |
+| `reduction` | Reduction algorithm correctness and corner cases. | Dominance threshold, subtree deduplication, rank-preservation invariants. |
+| `encoding` | Encoding transformation direction. | `PatchCommandEncoder.encode` and serialized command form generation. |
+| `decoding` | Decoding/interpretation of persisted or runtime commands. | Optional consumers that parse and apply encoded command payloads. |
+| `apply` | Patch application and transformation behavior. | Verifies that applied patches produce expected derived forms. |
+| `normalization` | Canonicalization and cleanup behavior. | String normalization around case/shape and mirrored input paths. |
+| `validation` | Input rejection and defensive checks. | Null/empty/invalid contracts and explicit failure conditions. |
+| `regression` | Guard tests for behavior changes over time. | Known historical bugs and behavioral drift prevention. |
+| `determinism` | Repeatable results under fixed input and settings. | Compile determinism, stable ordering, and artifact reproducibility. |
+| `error-handling` | Exception surface and robustness expectations. | Recovery/failure modes and diagnostics quality. |
+
+## Class-level rules
+
+1. Every test class has **exactly one** scope tag.
+2. Every test class has at least one domain tag.
+3. Additional tags describe intent and may be used on classes or nested tests.
+4. For each test class, intent tags should reflect the primary behavior under test, not historical naming conventions.
+
+## Governance and execution policy
+
+The following rules are used to keep the suite auditable and stable:
+
+| Rule | Required state | Why |
+| --- | --- | --- |
+| Scope discipline | Exactly one scope tag per class. | Prevents accidental promotion of integration-only behavior into fast unit runs. |
+| Coverage breadth | At least one domain tag per class. | Ensures tests can be grouped by subsystem for targeted review. |
+| Intent specificity | Use at least one intent tag when behavior is non-trivial. | Makes failure triage faster and profile composition explicit. |
+| Runtime policy | Never run `slow` tests in the default `unit` profile unless explicitly required. | Preserves turnaround for PR feedback while preserving deep checks. |
+| Change risk | Any persistence or compatibility-affecting change must include `compat` in validation. | Protects long-lived binary artifact contracts. |
+| Mutation resistance | `fuzz`/`property` sets should be gated to dedicated profiles. | Limits flakiness exposure and controls CI resource cost. |
+
+## Suggested CI profiles
+
+These are recommended launch profiles for local and CI usage and are also exposed as Gradle tasks:
+
+- **Profile: `ci-smoke` (fast feedback):**
+
+```
+./gradlew test -DincludeTags=unit -DexcludeTags=slow
+./gradlew ciSmoke
+```
+
+`ciSmoke` also excludes `org.egothor.stemmer.CompileIntegrationTest*` at test-name filter level as a
+defensive fallback in case of future tag drift.
+`ciRelease` also excludes
+`org.egothor.stemmer.StemmerPatchTrieLoaderTest$BundledDictionaryTests*` at filter level.
+
+- **Profile: `ci-core` (core behavioral coverage):**
+
+```
+./gradlew test -DincludeTags=unit,trie,frequency-trie,property
+./gradlew ciCore
+```
+
+- **Profile: `ci-integration` (pipeline correctness):**
+
+```
+./gradlew test -DincludeTags=integration
+./gradlew ciIntegration
+```
+
+- **Profile: `ci-slow` (explicit heavy validation):**
+
+```
+./gradlew ciSlow
+```
+
+- **Profile: `ci-compat` (artifact stability):**
+
+```
+./gradlew test -DincludeTags=compat,regression
+./gradlew ciCompat
+```
+
+- **Profile: `ci-release` (strong confidence before release):**
+
+```
+./gradlew test -DexcludeTags=slow
+./gradlew ciRelease
+```
+`ciRelease` is non-slow by policy and uses the same defensive name-based exclusion for
+`org.egothor.stemmer.CompileIntegrationTest*` and
+`org.egothor.stemmer.StemmerPatchTrieLoaderTest$BundledDictionaryTests*` in addition to tag filtering.
+
+- **Profile: `ci-nightly` (extended hardening):**
+
+```
+./gradlew test -DincludeTags=fuzz
+./gradlew ciNightly
+```
+
+- **Profile: `ci` (enterprise umbrella):**
+
+```
+./gradlew ci
+```
+
+`ci` and `ciRelease` intentionally do **not** include `slow` paths. Run `ciSlow` explicitly for production-dictionary stress and long-running corpus checks.
+
+## Practical examples
+
+All examples use Gradle with JUnit Platform integration:
+
+- Only unit tests:
+
+```
+./gradlew test -DincludeTags=unit
+```
+
+- Integration tests only:
+
+```
+./gradlew test -DincludeTags=integration
+```
+
+- Only trie subsystem tests:
+
+```
+./gradlew test -DincludeTags=trie
+```
+
+- Deterministic fuzz checks:
+
+```
+./gradlew test -DincludeTags=fuzz
+```
+
+- Property tests:
+
+```
+./gradlew test -DincludeTags=property
+```
+
+- Stemmer + patch command behavior:
+
+```
+./gradlew test -DincludeTags=stemmer,patch
+```
+
+- Compatibility artifacts and regression checks:
+
+```
+./gradlew test -DincludeTags=compat
+```
+
+- Keep regression suite and remove long-running cases:
+
+```
+./gradlew test -DincludeTags=regression -DexcludeTags=slow
+```
+
+- Core + patch behavior:
+
+```
+./gradlew test -DincludeTags=trie,patch
+```
+
+- Deterministic compatibility and persistence checks:
+
+```
+./gradlew test -DincludeTags=compat,determinism,serialization
+```
+
+## Notes
+
+- `-DincludeTags` and `-DexcludeTags` are interpreted by Gradle task filtering and forwarded into
+  JUnit tag filtering.
+- Class-name filtering is also available via Gradle test selectors where needed
+  (for example, `--tests *CompileTest`), but tag filtering remains the default
+  execution strategy.
+- `-DincludeTags` supports comma-separated literal tags. When you need a single exact tag with special
+  characters, quote the argument for the shell.

gradle/maven-pom.gradle

@@ -84,7 +84,7 @@ publishing {
 }
 
 signing {
-    required { !version.toString().endsWith('-SNAPSHOT') }
+    required = !version.toString().endsWith('-SNAPSHOT')
     if (signingKey != null && !signingKey.isBlank()) {
         useInMemoryPgpKeys(signingKey, signingPassword)
         sign publishing.publications.mavenJava

mkdocs.yml

@@ -54,6 +54,7 @@ nav:
      - Overview: architecture-and-reduction.md
      - Architecture: architecture.md
      - Reduction Semantics: reduction-semantics.md
+     - Lookup Edge Optimization: lookup-edge-optimization.md
      - Compatibility and Guarantees: compatibility-and-guarantees.md
 
   - Dictionaries:
@@ -63,3 +64,4 @@ nav:
      - Quality and Operations: quality-and-operations.md
      - Benchmarking: benchmarking.md
      - Reports: reports.md
+     - Test taxonomy and execution filtering: test-taxonomy-and-filtering.md

src/jmh/java/org/egothor/stemmer/benchmark/FrequencyTrieLookupBenchmark.java

@@ -31,11 +31,13 @@
 package org.egothor.stemmer.benchmark;
 
 import java.io.IOException;
+import java.util.List;
 import java.util.concurrent.TimeUnit;
 import org.egothor.stemmer.FrequencyTrie;
 import org.egothor.stemmer.PatchCommandEncoder;
 import org.egothor.stemmer.ReductionMode;
 import org.egothor.stemmer.ReductionSettings;
+import org.egothor.stemmer.ValueCount;
 import org.openjdk.jmh.annotations.Benchmark;
 import org.openjdk.jmh.annotations.BenchmarkMode;
 import org.openjdk.jmh.annotations.Level;
@@ -97,12 +99,45 @@ public class FrequencyTrieLookupBenchmark {
          */
         private String[] lookupKeys;
 
+        /**
+         * Lookup keys as normalized caller-owned character storage.
+         */
+        private char[][] lookupKeyCharacters;
+
         /**
          * Keys that are known to return multiple patch candidates from
          * {@code getAll()}.
          */
         private String[] ambiguousLookupKeys;
 
+        /**
+         * Ambiguous lookup keys as normalized caller-owned character storage.
+         */
+        private char[][] ambiguousLookupKeyCharacters;
+
+        /**
+         * Preferred patches aligned with {@link #lookupKeys}.
+         */
+        private String[] preferredPatches;
+
+        /**
+         * Reusable output buffer for patch application benchmarks.
+         */
+        private char[] outputBuffer;
+
+        /**
+         * Mutable field consumed by visitor sinks.
+         */
+        private int visitorAccumulator;
+
+        /**
+         * Sink used by visitor lookup benchmarks without per-invocation allocation.
+         */
+        private final FrequencyTrie.EntrySink<String> visitorSink = (value, count, rank) -> {
+            this.visitorAccumulator += value.length() + count + rank;
+            return true;
+        };
+
         /**
          * Initializes the benchmark state.
          *
@@ -116,6 +151,23 @@ public class FrequencyTrieLookupBenchmark {
             this.trie = BenchmarkCorpusSupport.compilePatchTrie(corpus.dictionaryText(), settings, true);
             this.lookupKeys = corpus.lookupKeys();
             this.ambiguousLookupKeys = corpus.ambiguousLookupKeys();
+            this.lookupKeyCharacters = toCharArrays(this.lookupKeys);
+            this.ambiguousLookupKeyCharacters = toCharArrays(this.ambiguousLookupKeys);
+            this.preferredPatches = new String[this.lookupKeys.length];
+            int maxKeyLength = 0;
+            for (int index = 0; index < this.lookupKeys.length; index++) {
+                this.preferredPatches[index] = this.trie.get(this.lookupKeys[index]);
+                maxKeyLength = Math.max(maxKeyLength, this.lookupKeys[index].length());
+            }
+            this.outputBuffer = new char[maxKeyLength + 32];
+        }
+
+        private static char[][] toCharArrays(final String[] values) {
+            final char[][] characters = new char[values.length][];
+            for (int index = 0; index < values.length; index++) {
+                characters[index] = values[index].toCharArray();
+            }
+            return characters;
         }
     }
 
@@ -155,6 +207,61 @@ public class FrequencyTrieLookupBenchmark {
         }
     }
 
+    /**
+     * Measures retrieval of all patch candidates through caller-owned normalized
+     * character storage and a visitor sink.
+     *
+     * @param state prepared lookup state
+     * @param blackhole sink preventing dead-code elimination
+     */
+    @Benchmark
+    public void lookupAllPatchesWithNormalizedCharVisitor(final LookupState state, final Blackhole blackhole) {
+        final char[][] keys = state.ambiguousLookupKeyCharacters;
+        for (char[] key : keys) {
+            final int count = state.trie.getAllNormalized(key, 0, key.length, state.visitorSink, Integer.MAX_VALUE);
+            if (count < 2) {
+                throw new IllegalStateException("Expected multiple patches for benchmark key.");
+            }
+        }
+        blackhole.consume(state.visitorAccumulator);
+    }
+
+    /**
+     * Measures counted candidate retrieval through the allocating entry API.
+     *
+     * @param state prepared lookup state
+     * @param blackhole sink preventing dead-code elimination
+     */
+    @Benchmark
+    public void lookupPatchEntries(final LookupState state, final Blackhole blackhole) {
+        final String[] keys = state.ambiguousLookupKeys;
+        for (String key : keys) {
+            final List<ValueCount<String>> entries = state.trie.getEntries(key);
+            if (entries.size() < 2) {
+                throw new IllegalStateException("Expected multiple entries for key " + key + '.');
+            }
+            blackhole.consume(entries);
+        }
+    }
+
+    /**
+     * Measures counted candidate retrieval through the visitor API.
+     *
+     * @param state prepared lookup state
+     * @param blackhole sink preventing dead-code elimination
+     */
+    @Benchmark
+    public void lookupPatchEntriesWithVisitor(final LookupState state, final Blackhole blackhole) {
+        final char[][] keys = state.ambiguousLookupKeyCharacters;
+        for (char[] key : keys) {
+            final int count = state.trie.getAllNormalized(key, 0, key.length, state.visitorSink, Integer.MAX_VALUE);
+            if (count < 2) {
+                throw new IllegalStateException("Expected multiple entries for benchmark key.");
+            }
+        }
+        blackhole.consume(state.visitorAccumulator);
+    }
+
     /**
      * Measures end-to-end preferred stemming from lookup plus patch application.
      *
@@ -170,6 +277,28 @@ public class FrequencyTrieLookupBenchmark {
         }
     }
 
+    /**
+     * Measures patch application into caller-owned output storage.
+     *
+     * @param state prepared lookup state
+     * @param blackhole sink preventing dead-code elimination
+     */
+    @Benchmark
+    public void applyPreferredPatchToBuffer(final LookupState state, final Blackhole blackhole) {
+        final String[] keys = state.lookupKeys;
+        final String[] patches = state.preferredPatches;
+        final char[] output = state.outputBuffer;
+        for (int index = 0; index < keys.length; index++) {
+            final int length = PatchCommandEncoder.applyTo(keys[index], patches[index],
+                    state.trie.traversalDirection(), output, 0, output.length);
+            if (length == PatchCommandEncoder.APPLY_INSUFFICIENT_CAPACITY) {
+                throw new IllegalStateException("Output buffer too small for key " + keys[index] + '.');
+            }
+            blackhole.consume(length);
+            blackhole.consume(output[0]);
+        }
+    }
+
     /**
      * Measures end-to-end full candidate stemming from {@code getAll()} plus
      * patch application.

src/main/java/module-info.java

@@ -0,0 +1,5 @@
+module org.egothor.radixor {
+    requires java.logging;
+
+    exports org.egothor.stemmer;
+}

src/main/java/org/egothor/stemmer/CaseProcessingMode.java

@@ -48,8 +48,7 @@ public enum CaseProcessingMode {
     AS_IS,
 
     /**
-     * Normalizes all dictionary content to lower case using
+     * Normalizes all dictionary content to lower case using {@link Locale#ROOT}.
-     * {@link Locale#ROOT}.
      */
     LOWERCASE_WITH_LOCALE_ROOT
 }

src/main/java/org/egothor/stemmer/DiacriticStripper.java

@@ -93,12 +93,12 @@ final class DiacriticStripper {
     }
 
     /**
-     * Removes supported diacritic marks and common Latin ligatures from the supplied
+     * Removes supported diacritic marks and common Latin ligatures from the
-     * text.
+     * supplied text.
      *
      * <p>
-     * The method returns the original {@link String} instance when no replacement is
+     * The method returns the original {@link String} instance when no replacement
-     * required, avoiding an unnecessary allocation on the common ASCII path.
+     * is required, avoiding an unnecessary allocation on the common ASCII path.
      * </p>
      *
      * @param input text to normalize

src/main/java/org/egothor/stemmer/FrequencyTrieBuilders.java

@@ -119,11 +119,11 @@ public final class FrequencyTrieBuilders {
      * Copies one compiled node and all reachable descendants into the target
      * builder.
      *
-     * @param node       current compiled node
+     * @param node               current compiled node
-     * @param keyBuilder current key builder
+     * @param keyBuilder         current key builder
      * @param builder            target mutable builder
      * @param traversalDirection logical key traversal direction used by the source
-     * @param <V>                 value type
+     * @param <V>                value type
      */
     private static <V> void copyNode(final CompiledNode<V> node, final StringBuilder keyBuilder,
             final FrequencyTrie.Builder<V> builder, final WordTraversalDirection traversalDirection) {

src/main/java/org/egothor/stemmer/PatchCommandEncoder.java

@@ -67,7 +67,7 @@ import java.util.concurrent.locks.ReentrantLock;
  * instance can still be used safely when needed.
  * </p>
  */
-@SuppressWarnings("PMD.CyclomaticComplexity")
+@SuppressWarnings({ "PMD.AvoidLiteralsInIfCondition", "PMD.CyclomaticComplexity", "PMD.ForLoopVariableCount" })
 public final class PatchCommandEncoder {
 
     /**
@@ -121,6 +121,13 @@ public final class PatchCommandEncoder {
      */
     /* default */ static final String NOOP_PATCH = String.valueOf(new char[] { NOOP_OPCODE, NOOP_ARGUMENT });
 
+    /**
+     * Return value used by
+     * {@link #applyTo(CharSequence, String, WordTraversalDirection, char[], int, int)}
+     * when the caller-owned output range is too small for the transformed text.
+     */
+    public static final int APPLY_INSUFFICIENT_CAPACITY = -1;
+
     /**
      * Prefix used in unsupported NOOP patch argument exceptions.
      */
@@ -346,6 +353,78 @@ public final class PatchCommandEncoder {
         return applyStrategyFor(traversalDirection).apply(source, patchCommand);
     }
 
+    /**
+     * Applies a compact patch command into a caller-owned output buffer.
+     *
+     * <p>
+     * The output array is not retained. Capacity failure is reported by
+     * {@link #APPLY_INSUFFICIENT_CAPACITY} and leaves the output range unchanged.
+     * Malformed compatibility cases preserve the source exactly as
+     * {@link #apply(String, String, WordTraversalDirection)} does.
+     * </p>
+     *
+     * @param source             original source text
+     * @param patchCommand       compact patch command
+     * @param traversalDirection traversal direction used by the patch command
+     * @param output             caller-owned output storage
+     * @param outputOffset       first writable output offset
+     * @param outputLength       writable output capacity
+     * @return produced character count, or {@link #APPLY_INSUFFICIENT_CAPACITY}
+     *         when {@code outputLength} is too small
+     */
+    public static int applyTo(final CharSequence source, final String patchCommand,
+            final WordTraversalDirection traversalDirection, final char[] output, final int outputOffset,
+            final int outputLength) {
+        Objects.requireNonNull(source, "source");
+        Objects.requireNonNull(traversalDirection, "traversalDirection");
+        Objects.requireNonNull(output, "output");
+        Objects.checkFromIndexSize(outputOffset, outputLength, output.length);
+
+        final int sourceLength = source.length();
+        final int producedLength = computeAppliedLength(sourceLength, patchCommand, traversalDirection);
+        if (producedLength > outputLength) {
+            return APPLY_INSUFFICIENT_CAPACITY;
+        }
+        applyToOutput(source, 0, sourceLength, patchCommand, traversalDirection, output, outputOffset, producedLength);
+        return producedLength;
+    }
+
+    /**
+     * Applies a compact patch command from a caller-owned source slice into a
+     * caller-owned output buffer.
+     *
+     * @param source             source storage
+     * @param sourceOffset       first source character offset
+     * @param sourceLength       number of source characters
+     * @param patchCommand       compact patch command
+     * @param traversalDirection traversal direction used by the patch command
+     * @param output             caller-owned output storage
+     * @param outputOffset       first writable output offset
+     * @param outputLength       writable output capacity
+     * @return produced character count, or {@link #APPLY_INSUFFICIENT_CAPACITY}
+     *         when {@code outputLength} is too small
+     * @throws IllegalArgumentException when source and output ranges overlap in the
+     *                                  same array
+     */
+    public static int applyTo(final char[] source, final int sourceOffset, final int sourceLength,
+            final String patchCommand, final WordTraversalDirection traversalDirection, final char[] output,
+            final int outputOffset, final int outputLength) {
+        Objects.requireNonNull(source, "source");
+        Objects.requireNonNull(traversalDirection, "traversalDirection");
+        Objects.requireNonNull(output, "output");
+        Objects.checkFromIndexSize(sourceOffset, sourceLength, source.length);
+        Objects.checkFromIndexSize(outputOffset, outputLength, output.length);
+        validateNonOverlappingRanges(source, sourceOffset, sourceLength, output, outputOffset, outputLength);
+
+        final int producedLength = computeAppliedLength(sourceLength, patchCommand, traversalDirection);
+        if (producedLength > outputLength) {
+            return APPLY_INSUFFICIENT_CAPACITY;
+        }
+        applyToOutput(source, sourceOffset, sourceLength, patchCommand, traversalDirection, output, outputOffset,
+                producedLength);
+        return producedLength;
+    }
+
     /**
      * Encodes a patch command using the historical backward Egothor semantics.
      *
@@ -409,7 +488,6 @@ public final class PatchCommandEncoder {
      * @param patchCommand compact patch command
      * @return transformed word, or {@code null} when {@code source} is {@code null}
      */
-    @SuppressWarnings({ "PMD.CyclomaticComplexity", "PMD.AvoidLiteralsInIfCondition" })
     private static String applyBackward(final String source, final String patchCommand) {
         if (source == null) {
             return null;
@@ -435,7 +513,7 @@ public final class PatchCommandEncoder {
         int position = result.length() - 1;
 
         try {
-            for (int patchIndex = 0, patchLength = patchCommand.length(); patchIndex < patchLength; patchIndex += 2) { // NOPMD
+            for (int patchIndex = 0, patchLength = patchCommand.length(); patchIndex < patchLength; patchIndex += 2) {
                 final char opcode = patchCommand.charAt(patchIndex);
                 final char argument = patchCommand.charAt(patchIndex + 1);
 
@@ -493,7 +571,6 @@ public final class PatchCommandEncoder {
      * @param patchCommand compact patch command
      * @return transformed word, or {@code null} when {@code source} is {@code null}
      */
-    @SuppressWarnings({ "PMD.CyclomaticComplexity", "PMD.AvoidLiteralsInIfCondition" })
     private static String applyForward(final String source, final String patchCommand) {
         if (source == null) {
             return null;
@@ -519,7 +596,7 @@ public final class PatchCommandEncoder {
         int position = 0;
 
         try {
-            for (int patchIndex = 0, patchLength = patchCommand.length(); patchIndex < patchLength; patchIndex += 2) { // NOPMD
+            for (int patchIndex = 0, patchLength = patchCommand.length(); patchIndex < patchLength; patchIndex += 2) {
                 final char opcode = patchCommand.charAt(patchIndex);
                 final char argument = patchCommand.charAt(patchIndex + 1);
 
@@ -681,7 +758,7 @@ public final class PatchCommandEncoder {
      */
     private static String applyBackwardToEmptySource(final StringBuilder result, final String patchCommand) {
         try {
-            for (int patchIndex = 0, patchLength = patchCommand.length(); patchIndex < patchLength; patchIndex += 2) { // NOPMD
+            for (int patchIndex = 0, patchLength = patchCommand.length(); patchIndex < patchLength; patchIndex += 2) {
                 final char opcode = patchCommand.charAt(patchIndex);
                 final char argument = patchCommand.charAt(patchIndex + 1);
 
@@ -722,7 +799,7 @@ public final class PatchCommandEncoder {
      */
     private static String applyForwardToEmptySource(final StringBuilder result, final String patchCommand) {
         try {
-            for (int patchIndex = 0, patchLength = patchCommand.length(); patchIndex < patchLength; patchIndex += 2) { // NOPMD
+            for (int patchIndex = 0, patchLength = patchCommand.length(); patchIndex < patchLength; patchIndex += 2) {
                 final char opcode = patchCommand.charAt(patchIndex);
                 final char argument = patchCommand.charAt(patchIndex + 1);
 
@@ -753,6 +830,711 @@ public final class PatchCommandEncoder {
         return result.toString();
     }
 
+    /**
+     * Computes the transformed length or the preserved source length for malformed
+     * compatibility cases.
+     *
+     * @param sourceLength       source length
+     * @param patchCommand       patch command
+     * @param traversalDirection traversal direction
+     * @return produced length
+     */
+    private static int computeAppliedLength(final int sourceLength, final String patchCommand,
+            final WordTraversalDirection traversalDirection) {
+        if (patchCommand == null || patchCommand.isEmpty() || NOOP_PATCH.equals(patchCommand)
+                || (patchCommand.length() & 1) != 0) {
+            return sourceLength;
+        }
+        if (traversalDirection == WordTraversalDirection.BACKWARD) {
+            return computeBackwardAppliedLength(sourceLength, patchCommand);
+        }
+        return computeForwardAppliedLength(sourceLength, patchCommand);
+    }
+
+    /**
+     * Computes the backward traversal output length.
+     *
+     * @param sourceLength source length
+     * @param patchCommand patch command
+     * @return produced length
+     */
+    private static int computeBackwardAppliedLength(final int sourceLength, final String patchCommand) {
+        if (patchCommand.length() == 2) {
+            return computeSingleBackwardAppliedLength(sourceLength, patchCommand.charAt(0), patchCommand.charAt(1));
+        }
+        if (sourceLength == 0) {
+            return computeBackwardEmptyAppliedLength(patchCommand);
+        }
+
+        int currentLength = sourceLength;
+        int position = sourceLength - 1;
+        for (int patchIndex = 0, patchLength = patchCommand.length(); patchIndex < patchLength; patchIndex += 2) {
+            final char opcode = patchCommand.charAt(patchIndex);
+            final char argument = patchCommand.charAt(patchIndex + 1);
+
+            switch (opcode) {
+                case SKIP_OPCODE:
+                    final int skipCount = decodeEncodedCount(argument);
+                    if (skipCount < 1) {
+                        return sourceLength;
+                    }
+                    position = position - skipCount + 1;
+                    break;
+
+                case REPLACE_OPCODE:
+                    if (position < 0 || position >= currentLength) {
+                        return sourceLength;
+                    }
+                    break;
+
+                case DELETE_OPCODE:
+                    final int deleteCount = decodeEncodedCount(argument);
+                    if (deleteCount < 1) {
+                        return sourceLength;
+                    }
+                    final int deleteEndExclusive = position + 1;
+                    position -= deleteCount - 1;
+                    if (position < 0 || deleteEndExclusive > currentLength || position > deleteEndExclusive) {
+                        return sourceLength;
+                    }
+                    currentLength -= deleteEndExclusive - position;
+                    break;
+
+                case INSERT_OPCODE:
+                    if (position < -1 || position >= currentLength) {
+                        return sourceLength;
+                    }
+                    currentLength++;
+                    position++;
+                    break;
+
+                case NOOP_OPCODE:
+                    if (argument != NOOP_ARGUMENT) {
+                        throw new IllegalArgumentException(MSG_NOOP + argument);
+                    }
+                    return sourceLength;
+
+                default:
+                    throw new IllegalArgumentException(MSG_OPCODE + opcode);
+            }
+
+            position--;
+        }
+        return currentLength;
+    }
+
+    /**
+     * Computes the forward traversal output length.
+     *
+     * @param sourceLength source length
+     * @param patchCommand patch command
+     * @return produced length
+     */
+    private static int computeForwardAppliedLength(final int sourceLength, final String patchCommand) {
+        if (patchCommand.length() == 2) {
+            return computeSingleForwardAppliedLength(sourceLength, patchCommand.charAt(0), patchCommand.charAt(1));
+        }
+        if (sourceLength == 0) {
+            return computeForwardEmptyAppliedLength(patchCommand);
+        }
+
+        int currentLength = sourceLength;
+        int position = 0;
+        for (int patchIndex = 0, patchLength = patchCommand.length(); patchIndex < patchLength; patchIndex += 2) {
+            final char opcode = patchCommand.charAt(patchIndex);
+            final char argument = patchCommand.charAt(patchIndex + 1);
+
+            switch (opcode) {
+                case SKIP_OPCODE:
+                    final int skipCount = decodeEncodedCount(argument);
+                    if (skipCount < 1) {
+                        return sourceLength;
+                    }
+                    position = position + skipCount - 1;
+                    break;
+
+                case REPLACE_OPCODE:
+                    if (position < 0 || position >= currentLength) {
+                        return sourceLength;
+                    }
+                    break;
+
+                case DELETE_OPCODE:
+                    final int deleteCount = decodeEncodedCount(argument);
+                    if (deleteCount < 1 || position < 0 || position + deleteCount > currentLength) {
+                        return sourceLength;
+                    }
+                    currentLength -= deleteCount;
+                    position--;
+                    break;
+
+                case INSERT_OPCODE:
+                    if (position < 0 || position > currentLength) {
+                        return sourceLength;
+                    }
+                    currentLength++;
+                    break;
+
+                case NOOP_OPCODE:
+                    if (argument != NOOP_ARGUMENT) {
+                        throw new IllegalArgumentException(MSG_NOOP + argument);
+                    }
+                    return sourceLength;
+
+                default:
+                    throw new IllegalArgumentException(MSG_OPCODE + opcode);
+            }
+
+            position++;
+        }
+        return currentLength;
+    }
+
+    /**
+     * Computes a single backward instruction output length.
+     *
+     * @param sourceLength source length
+     * @param opcode       opcode
+     * @param argument     argument
+     * @return produced length
+     */
+    private static int computeSingleBackwardAppliedLength(final int sourceLength, final char opcode,
+            final char argument) {
+        final int encodedValue;
+        switch (opcode) {
+            case DELETE_OPCODE:
+                encodedValue = decodeEncodedCount(argument);
+                return encodedValue < 1 || encodedValue > sourceLength ? sourceLength : sourceLength - encodedValue;
+            case INSERT_OPCODE:
+                return sourceLength + 1;
+            case REPLACE_OPCODE:
+            case SKIP_OPCODE:
+                return sourceLength;
+            case NOOP_OPCODE:
+                if (argument != NOOP_ARGUMENT) {
+                    throw new IllegalArgumentException(MSG_NOOP + argument);
+                }
+                return sourceLength;
+            default:
+                throw new IllegalArgumentException(MSG_OPCODE + opcode);
+        }
+    }
+
+    /**
+     * Computes a single forward instruction output length.
+     *
+     * @param sourceLength source length
+     * @param opcode       opcode
+     * @param argument     argument
+     * @return produced length
+     */
+    private static int computeSingleForwardAppliedLength(final int sourceLength, final char opcode,
+            final char argument) {
+        return computeSingleBackwardAppliedLength(sourceLength, opcode, argument);
+    }
+
+    /**
+     * Computes output length for an empty source in backward traversal.
+     *
+     * @param patchCommand patch command
+     * @return produced length
+     */
+    private static int computeBackwardEmptyAppliedLength(final String patchCommand) {
+        int currentLength = 0;
+        for (int patchIndex = 0, patchLength = patchCommand.length(); patchIndex < patchLength; patchIndex += 2) {
+            final char opcode = patchCommand.charAt(patchIndex);
+            final char argument = patchCommand.charAt(patchIndex + 1);
+            switch (opcode) {
+                case INSERT_OPCODE:
+                    currentLength++;
+                    break;
+                case SKIP_OPCODE:
+                case REPLACE_OPCODE:
+                case DELETE_OPCODE:
+                    return 0;
+                case NOOP_OPCODE:
+                    if (argument != NOOP_ARGUMENT) {
+                        throw new IllegalArgumentException(MSG_NOOP + argument);
+                    }
+                    return 0;
+                default:
+                    throw new IllegalArgumentException(MSG_OPCODE + opcode);
+            }
+        }
+        return currentLength;
+    }
+
+    /**
+     * Computes output length for an empty source in forward traversal.
+     *
+     * @param patchCommand patch command
+     * @return produced length
+     */
+    private static int computeForwardEmptyAppliedLength(final String patchCommand) {
+        return computeBackwardEmptyAppliedLength(patchCommand);
+    }
+
+    /**
+     * Applies an already-sized patch into caller output.
+     *
+     * @param source             source text
+     * @param sourceOffset       source offset
+     * @param sourceLength       source length
+     * @param patchCommand       patch command
+     * @param traversalDirection traversal direction
+     * @param output             output storage
+     * @param outputOffset       output offset
+     * @param producedLength     already-validated produced length
+     */
+    private static void applyToOutput(final CharSequence source, final int sourceOffset, final int sourceLength,
+            final String patchCommand, final WordTraversalDirection traversalDirection, final char[] output,
+            final int outputOffset, final int producedLength) {
+        if (isPreservedSource(sourceLength, producedLength, patchCommand, traversalDirection)) {
+            copySource(source, sourceOffset, sourceLength, output, outputOffset);
+            return;
+        }
+
+        if (sourceLength > 0) {
+            copySource(source, sourceOffset, sourceLength, output, outputOffset);
+        }
+
+        if (traversalDirection == WordTraversalDirection.BACKWARD) {
+            applyBackwardToOutput(sourceLength, patchCommand, output, outputOffset);
+        } else {
+            applyForwardToOutput(sourceLength, patchCommand, output, outputOffset);
+        }
+    }
+
+    /**
+     * Applies an already-sized patch into caller output.
+     *
+     * @param source             source storage
+     * @param sourceOffset       source offset
+     * @param sourceLength       source length
+     * @param patchCommand       patch command
+     * @param traversalDirection traversal direction
+     * @param output             output storage
+     * @param outputOffset       output offset
+     * @param producedLength     already-validated produced length
+     */
+    private static void applyToOutput(final char[] source, final int sourceOffset, final int sourceLength,
+            final String patchCommand, final WordTraversalDirection traversalDirection, final char[] output,
+            final int outputOffset, final int producedLength) {
+        if (isPreservedSource(sourceLength, producedLength, patchCommand, traversalDirection)) {
+            System.arraycopy(source, sourceOffset, output, outputOffset, sourceLength);
+            return;
+        }
+
+        if (sourceLength > 0) {
+            System.arraycopy(source, sourceOffset, output, outputOffset, sourceLength);
+        }
+
+        if (traversalDirection == WordTraversalDirection.BACKWARD) {
+            applyBackwardToOutput(sourceLength, patchCommand, output, outputOffset);
+        } else {
+            applyForwardToOutput(sourceLength, patchCommand, output, outputOffset);
+        }
+    }
+
+    /**
+     * Determines whether the output is exactly the original source.
+     *
+     * @param sourceLength       source length
+     * @param producedLength     produced length
+     * @param patchCommand       patch command
+     * @param traversalDirection traversal direction
+     * @return {@code true} if copying the source is sufficient
+     */
+    private static boolean isPreservedSource(final int sourceLength, final int producedLength,
+            final String patchCommand, final WordTraversalDirection traversalDirection) {
+        return producedLength == sourceLength
+                && isKnownPreserveOnlyPatch(sourceLength, patchCommand, traversalDirection);
+    }
+
+    /**
+     * Returns whether equal length also means no mutation is needed.
+     *
+     * @param sourceLength       source length
+     * @param patchCommand       patch command
+     * @param traversalDirection traversal direction
+     * @return {@code true} when the command preserves source content
+     */
+    private static boolean isKnownPreserveOnlyPatch(final int sourceLength, final String patchCommand,
+            final WordTraversalDirection traversalDirection) {
+        if (patchCommand == null || patchCommand.isEmpty() || NOOP_PATCH.equals(patchCommand)
+                || (patchCommand.length() & 1) != 0) {
+            return true;
+        }
+        if (patchCommand.length() == 2) {
+            return isSingleInstructionPreserveOnly(sourceLength, patchCommand.charAt(0), patchCommand.charAt(1));
+        }
+        if (sourceLength == 0) {
+            return hasEmptySourcePreserveOnlyPatch(patchCommand);
+        }
+        return traversalDirection == WordTraversalDirection.BACKWARD
+                ? hasBackwardPreserveOnlyPatch(sourceLength, patchCommand)
+                : hasForwardPreserveOnlyPatch(sourceLength, patchCommand);
+    }
+
+    /**
+     * Tests whether a single instruction preserves the source content.
+     *
+     * @param sourceLength source length
+     * @param opcode       opcode
+     * @param argument     argument
+     * @return {@code true} when no mutation should be applied
+     */
+    private static boolean isSingleInstructionPreserveOnly(final int sourceLength, final char opcode,
+            final char argument) {
+        switch (opcode) {
+            case DELETE_OPCODE:
+                final int encodedValue = decodeEncodedCount(argument);
+                return encodedValue < 1 || encodedValue > sourceLength;
+            case INSERT_OPCODE:
+                return false;
+            case REPLACE_OPCODE:
+                return sourceLength == 0;
+            case SKIP_OPCODE:
+                return true;
+            case NOOP_OPCODE:
+                if (argument != NOOP_ARGUMENT) {
+                    throw new IllegalArgumentException(MSG_NOOP + argument);
+                }
+                return true;
+            default:
+                throw new IllegalArgumentException(MSG_OPCODE + opcode);
+        }
+    }
+
+    /**
+     * Tests whether an empty-source patch preserves the source.
+     *
+     * @param patchCommand patch command
+     * @return {@code true} when no mutation should be applied
+     */
+    private static boolean hasEmptySourcePreserveOnlyPatch(final String patchCommand) {
+        for (int patchIndex = 0, patchLength = patchCommand.length(); patchIndex < patchLength; patchIndex += 2) {
+            final char opcode = patchCommand.charAt(patchIndex);
+            final char argument = patchCommand.charAt(patchIndex + 1);
+            switch (opcode) {
+                case INSERT_OPCODE:
+                    break;
+                case SKIP_OPCODE:
+                case REPLACE_OPCODE:
+                case DELETE_OPCODE:
+                    return true;
+                case NOOP_OPCODE:
+                    if (argument != NOOP_ARGUMENT) {
+                        throw new IllegalArgumentException(MSG_NOOP + argument);
+                    }
+                    return true;
+                default:
+                    throw new IllegalArgumentException(MSG_OPCODE + opcode);
+            }
+        }
+        return false;
+    }
+
+    /**
+     * Tests whether a backward patch preserves the source because it is malformed
+     * or a NOOP.
+     *
+     * @param sourceLength source length
+     * @param patchCommand patch command
+     * @return {@code true} when no mutation should be applied
+     */
+    private static boolean hasBackwardPreserveOnlyPatch(final int sourceLength, final String patchCommand) {
+        int currentLength = sourceLength;
+        int position = sourceLength - 1;
+        for (int patchIndex = 0, patchLength = patchCommand.length(); patchIndex < patchLength; patchIndex += 2) {
+            final char opcode = patchCommand.charAt(patchIndex);
+            final char argument = patchCommand.charAt(patchIndex + 1);
+            switch (opcode) {
+                case SKIP_OPCODE:
+                    final int skipCount = decodeEncodedCount(argument);
+                    if (skipCount < 1) {
+                        return true;
+                    }
+                    position = position - skipCount + 1;
+                    break;
+                case REPLACE_OPCODE:
+                    if (position < 0 || position >= currentLength) {
+                        return true;
+                    }
+                    break;
+                case DELETE_OPCODE:
+                    final int deleteCount = decodeEncodedCount(argument);
+                    if (deleteCount < 1) {
+                        return true;
+                    }
+                    final int deleteEndExclusive = position + 1;
+                    position -= deleteCount - 1;
+                    if (position < 0 || deleteEndExclusive > currentLength || position > deleteEndExclusive) {
+                        return true;
+                    }
+                    currentLength -= deleteEndExclusive - position;
+                    break;
+                case INSERT_OPCODE:
+                    if (position < -1 || position >= currentLength) {
+                        return true;
+                    }
+                    currentLength++;
+                    position++;
+                    break;
+                case NOOP_OPCODE:
+                    if (argument != NOOP_ARGUMENT) {
+                        throw new IllegalArgumentException(MSG_NOOP + argument);
+                    }
+                    return true;
+                default:
+                    throw new IllegalArgumentException(MSG_OPCODE + opcode);
+            }
+            position--;
+        }
+        return false;
+    }
+
+    /**
+     * Tests whether a forward patch preserves the source because it is malformed or
+     * a NOOP.
+     *
+     * @param sourceLength source length
+     * @param patchCommand patch command
+     * @return {@code true} when no mutation should be applied
+     */
+    private static boolean hasForwardPreserveOnlyPatch(final int sourceLength, final String patchCommand) {
+        int currentLength = sourceLength;
+        int position = 0;
+        for (int patchIndex = 0, patchLength = patchCommand.length(); patchIndex < patchLength; patchIndex += 2) {
+            final char opcode = patchCommand.charAt(patchIndex);
+            final char argument = patchCommand.charAt(patchIndex + 1);
+            switch (opcode) {
+                case SKIP_OPCODE:
+                    final int skipCount = decodeEncodedCount(argument);
+                    if (skipCount < 1) {
+                        return true;
+                    }
+                    position = position + skipCount - 1;
+                    break;
+                case REPLACE_OPCODE:
+                    if (position < 0 || position >= currentLength) {
+                        return true;
+                    }
+                    break;
+                case DELETE_OPCODE:
+                    final int deleteCount = decodeEncodedCount(argument);
+                    if (deleteCount < 1 || position < 0 || position + deleteCount > currentLength) {
+                        return true;
+                    }
+                    currentLength -= deleteCount;
+                    position--;
+                    break;
+                case INSERT_OPCODE:
+                    if (position < 0 || position > currentLength) {
+                        return true;
+                    }
+                    currentLength++;
+                    break;
+                case NOOP_OPCODE:
+                    if (argument != NOOP_ARGUMENT) {
+                        throw new IllegalArgumentException(MSG_NOOP + argument);
+                    }
+                    return true;
+                default:
+                    throw new IllegalArgumentException(MSG_OPCODE + opcode);
+            }
+            position++;
+        }
+        return false;
+    }
+
+    /**
+     * Copies source characters from a sequence.
+     *
+     * @param source       source text
+     * @param sourceOffset source offset
+     * @param sourceLength source length
+     * @param output       output storage
+     * @param outputOffset output offset
+     */
+    private static void copySource(final CharSequence source, final int sourceOffset, final int sourceLength,
+            final char[] output, final int outputOffset) {
+        for (int index = 0; index < sourceLength; index++) {
+            output[outputOffset + index] = source.charAt(sourceOffset + index);
+        }
+    }
+
+    /**
+     * Applies a backward patch after validation.
+     *
+     * @param sourceLength source length
+     * @param patchCommand patch command
+     * @param output       output storage initialized with source
+     * @param outputOffset output offset
+     */
+    private static void applyBackwardToOutput(final int sourceLength, final String patchCommand, final char[] output,
+            final int outputOffset) {
+        if (sourceLength == 0) {
+            applyBackwardEmptyToOutput(patchCommand, output, outputOffset);
+            return;
+        }
+
+        int currentLength = sourceLength;
+        int position = sourceLength - 1;
+        for (int patchIndex = 0, patchLength = patchCommand.length(); patchIndex < patchLength; patchIndex += 2) {
+            final char opcode = patchCommand.charAt(patchIndex);
+            final char argument = patchCommand.charAt(patchIndex + 1);
+
+            switch (opcode) {
+                case SKIP_OPCODE:
+                    position = position - decodeEncodedCount(argument) + 1;
+                    break;
+
+                case REPLACE_OPCODE:
+                    output[outputOffset + position] = argument;
+                    break;
+
+                case DELETE_OPCODE:
+                    final int deleteEndExclusive = position + 1;
+                    position -= decodeEncodedCount(argument) - 1;
+                    System.arraycopy(output, outputOffset + deleteEndExclusive, output, outputOffset + position,
+                            currentLength - deleteEndExclusive);
+                    currentLength -= deleteEndExclusive - position;
+                    break;
+
+                case INSERT_OPCODE:
+                    final int insertIndex = position + 1;
+                    System.arraycopy(output, outputOffset + insertIndex, output, outputOffset + insertIndex + 1,
+                            currentLength - insertIndex);
+                    output[outputOffset + insertIndex] = argument;
+                    currentLength++;
+                    position++;
+                    break;
+
+                case NOOP_OPCODE:
+                    return;
+
+                default:
+                    throw new AssertionError("Patch command was not validated.");
+            }
+
+            position--;
+        }
+    }
+
+    /**
+     * Applies a forward patch after validation.
+     *
+     * @param sourceLength source length
+     * @param patchCommand patch command
+     * @param output       output storage initialized with source
+     * @param outputOffset output offset
+     */
+    private static void applyForwardToOutput(final int sourceLength, final String patchCommand, final char[] output,
+            final int outputOffset) {
+        if (sourceLength == 0) {
+            applyForwardEmptyToOutput(patchCommand, output, outputOffset);
+            return;
+        }
+
+        int currentLength = sourceLength;
+        int position = 0;
+        for (int patchIndex = 0, patchLength = patchCommand.length(); patchIndex < patchLength; patchIndex += 2) {
+            final char opcode = patchCommand.charAt(patchIndex);
+            final char argument = patchCommand.charAt(patchIndex + 1);
+
+            switch (opcode) {
+                case SKIP_OPCODE:
+                    position = position + decodeEncodedCount(argument) - 1;
+                    break;
+
+                case REPLACE_OPCODE:
+                    output[outputOffset + position] = argument;
+                    break;
+
+                case DELETE_OPCODE:
+                    final int deleteCount = decodeEncodedCount(argument);
+                    System.arraycopy(output, outputOffset + position + deleteCount, output, outputOffset + position,
+                            currentLength - position - deleteCount);
+                    currentLength -= deleteCount;
+                    position--;
+                    break;
+
+                case INSERT_OPCODE:
+                    System.arraycopy(output, outputOffset + position, output, outputOffset + position + 1,
+                            currentLength - position);
+                    output[outputOffset + position] = argument;
+                    currentLength++;
+                    break;
+
+                case NOOP_OPCODE:
+                    return;
+
+                default:
+                    throw new AssertionError("Patch command was not validated.");
+            }
+
+            position++;
+        }
+    }
+
+    /**
+     * Applies an empty-source backward patch after validation.
+     *
+     * @param patchCommand patch command
+     * @param output       output storage
+     * @param outputOffset output offset
+     */
+    private static void applyBackwardEmptyToOutput(final String patchCommand, final char[] output,
+            final int outputOffset) {
+        int currentLength = 0;
+        for (int patchIndex = 0, patchLength = patchCommand.length(); patchIndex < patchLength; patchIndex += 2) {
+            final char argument = patchCommand.charAt(patchIndex + 1);
+            System.arraycopy(output, outputOffset, output, outputOffset + 1, currentLength);
+            output[outputOffset] = argument;
+            currentLength++;
+        }
+    }
+
+    /**
+     * Applies an empty-source forward patch after validation.
+     *
+     * @param patchCommand patch command
+     * @param output       output storage
+     * @param outputOffset output offset
+     */
+    private static void applyForwardEmptyToOutput(final String patchCommand, final char[] output,
+            final int outputOffset) {
+        int currentLength = 0;
+        for (int patchIndex = 0, patchLength = patchCommand.length(); patchIndex < patchLength; patchIndex += 2) {
+            output[outputOffset + currentLength] = patchCommand.charAt(patchIndex + 1);
+            currentLength++;
+        }
+    }
+
+    /**
+     * Validates that source and output slices do not overlap when backed by the
+     * same array.
+     *
+     * @param source       source storage
+     * @param sourceOffset source offset
+     * @param sourceLength source length
+     * @param output       output storage
+     * @param outputOffset output offset
+     * @param outputLength output length
+     */
+    private static void validateNonOverlappingRanges(final char[] source, final int sourceOffset,
+            final int sourceLength, final char[] output, final int outputOffset, final int outputLength) {
+        if (!source.equals(output) || sourceLength == 0 || outputLength == 0) {
+            return;
+        }
+        final int sourceEnd = sourceOffset + sourceLength;
+        final int outputEnd = outputOffset + outputLength;
+        if (sourceOffset < outputEnd && outputOffset < sourceEnd) {
+            throw new IllegalArgumentException("source and output ranges must not overlap.");
+        }
+    }
+
     /**
      * Returns the direction-specialized apply strategy.
      *
@@ -769,7 +1551,6 @@ public final class PatchCommandEncoder {
      * @param argument serialized count argument
      * @return decoded positive count, or {@code -1} when the argument is malformed
      */
-    @SuppressWarnings("PMD.AvoidLiteralsInIfCondition")
     private static int decodeEncodedCount(final char argument) {
         if (argument < 'a') {
             return -1;

src/main/java/org/egothor/stemmer/StemmerPatchTrieBinaryIO.java

@@ -94,6 +94,29 @@ public final class StemmerPatchTrieBinaryIO {
         }
     }
 
+    /**
+     * Reads a GZip-compressed binary patch-command trie from a filesystem path with
+     * an optional dense child lookup span override.
+     * <p>
+     * This is a runtime-only tuning parameter. The dense-span setting is not
+     * persisted in the file and does not change the compiled metadata.
+     * </p>
+     *
+     * @param path             source file
+     * @param maxExpandedIndex dense lookup span override; negative values use
+     *                         {@link FrequencyTrie#DEFAULT_MAX_EXPANDED_INDEX}
+     * @return deserialized trie
+     * @throws NullPointerException if {@code path} is {@code null}
+     * @throws IOException          if reading or decompression fails
+     */
+    public static FrequencyTrie<String> read(final Path path, final int maxExpandedIndex) throws IOException {
+        Objects.requireNonNull(path, "path");
+
+        try (InputStream fileInputStream = Files.newInputStream(path)) {
+            return read(fileInputStream, maxExpandedIndex);
+        }
+    }
+
     /**
      * Reads a GZip-compressed binary patch-command trie from a filesystem path
      * string.
@@ -108,6 +131,26 @@ public final class StemmerPatchTrieBinaryIO {
         return read(Path.of(fileName));
     }
 
+    /**
+     * Reads a GZip-compressed binary patch-command trie from a filesystem path
+     * string with an optional dense child lookup span override.
+     * <p>
+     * This is a runtime-only tuning parameter. The dense-span setting is not
+     * persisted in the file and does not change the compiled metadata.
+     * </p>
+     *
+     * @param fileName         source file name or path string
+     * @param maxExpandedIndex dense lookup span override; negative values use
+     *                         {@link FrequencyTrie#DEFAULT_MAX_EXPANDED_INDEX}
+     * @return deserialized trie
+     * @throws NullPointerException if {@code fileName} is {@code null}
+     * @throws IOException          if reading or decompression fails
+     */
+    public static FrequencyTrie<String> read(final String fileName, final int maxExpandedIndex) throws IOException {
+        Objects.requireNonNull(fileName, "fileName");
+        return read(Path.of(fileName), maxExpandedIndex);
+    }
+
     /**
      * Reads a GZip-compressed binary patch-command trie from an input stream.
      *
@@ -132,6 +175,35 @@ public final class StemmerPatchTrieBinaryIO {
         }
     }
 
+    /**
+     * Reads a GZip-compressed binary patch-command trie from an input stream with
+     * an optional dense child lookup span override.
+     * <p>
+     * This is a runtime-only tuning parameter. The dense-span setting is not
+     * persisted in the file and does not change the compiled metadata.
+     * </p>
+     *
+     * @param inputStream      source stream
+     * @param maxExpandedIndex dense lookup span override; negative values use
+     *                         {@link FrequencyTrie#DEFAULT_MAX_EXPANDED_INDEX}
+     * @return deserialized trie
+     * @throws NullPointerException if {@code inputStream} is {@code null}
+     * @throws IOException          if reading or decompression fails
+     */
+    public static FrequencyTrie<String> read(final InputStream inputStream, final int maxExpandedIndex)
+            throws IOException {
+        Objects.requireNonNull(inputStream, "inputStream");
+
+        try (GZIPInputStream gzipInputStream = new GZIPInputStream(new BufferedInputStream(inputStream));
+                DataInputStream dataInputStream = new DataInputStream(gzipInputStream)) {
+            final FrequencyTrie<String> trie = FrequencyTrie.readFrom(dataInputStream, String[]::new, STRING_CODEC,
+                    maxExpandedIndex);
+
+            LOGGER.log(Level.FINE, "Read compressed binary stemmer trie.");
+            return trie;
+        }
+    }
+
     /**
      * Reads only metadata from a GZip-compressed binary patch-command trie stored
      * at a filesystem path.

src/main/java/org/egothor/stemmer/StemmerPatchTrieLoader.java

@@ -71,6 +71,7 @@ import java.util.zip.GZIPInputStream;
 public final class StemmerPatchTrieLoader {
 
     /* default */ static final String FILENAME_REQUIRED = "fileName required";
+    private static final String PARAMETER_PATH = "path";
 
     /**
      * Logger of this class.
@@ -461,7 +462,7 @@ public final class StemmerPatchTrieLoader {
             final ReductionSettings reductionSettings, final WordTraversalDirection traversalDirection,
             final CaseProcessingMode caseProcessingMode, final DiacriticProcessingMode diacriticProcessingMode)
             throws IOException {
-        Objects.requireNonNull(path, "path");
+        Objects.requireNonNull(path, PARAMETER_PATH);
         final TrieMetadata metadata = metadataForCompilation(traversalDirection, reductionSettings, caseProcessingMode,
                 diacriticProcessingMode);
         return load(path, storeOriginal, metadata);
@@ -487,7 +488,7 @@ public final class StemmerPatchTrieLoader {
      */
     public static FrequencyTrie<String> load(final Path path, final boolean storeOriginal, final TrieMetadata metadata)
             throws IOException {
-        Objects.requireNonNull(path, "path");
+        Objects.requireNonNull(path, PARAMETER_PATH);
         Objects.requireNonNull(metadata, "metadata");
 
         try (InputStream inputStream = openDictionaryInputStream(path);
@@ -759,10 +760,31 @@ public final class StemmerPatchTrieLoader {
      *                              read
      */
     public static FrequencyTrie<String> loadBinary(final Path path) throws IOException {
-        Objects.requireNonNull(path, "path");
+        Objects.requireNonNull(path, PARAMETER_PATH);
         return StemmerPatchTrieBinaryIO.read(path);
     }
 
+    /**
+     * Loads a GZip-compressed binary patch-command trie from a filesystem path
+     * using a custom dense lookup span override.
+     * <p>
+     * This is a runtime-only tuning parameter that does not affect persisted
+     * metadata.
+     * </p>
+     *
+     * @param path             path to the compressed binary trie file
+     * @param maxExpandedIndex dense lookup span override; negative values use
+     *                         {@link FrequencyTrie#DEFAULT_MAX_EXPANDED_INDEX}
+     * @return compiled patch-command trie
+     * @throws NullPointerException if {@code path} is {@code null}
+     * @throws IOException          if the file cannot be opened, decompressed, or
+     *                              read
+     */
+    public static FrequencyTrie<String> loadBinary(final Path path, final int maxExpandedIndex) throws IOException {
+        Objects.requireNonNull(path, PARAMETER_PATH);
+        return StemmerPatchTrieBinaryIO.read(path, maxExpandedIndex);
+    }
+
     /**
      * Loads a GZip-compressed binary patch-command trie from a filesystem path
      * string.
@@ -778,6 +800,28 @@ public final class StemmerPatchTrieLoader {
         return StemmerPatchTrieBinaryIO.read(fileName);
     }
 
+    /**
+     * Loads a GZip-compressed binary patch-command trie from a filesystem path
+     * string using a custom dense lookup span override.
+     * <p>
+     * This is a runtime-only tuning parameter that does not affect persisted
+     * metadata.
+     * </p>
+     *
+     * @param fileName         file name or path string
+     * @param maxExpandedIndex dense lookup span override; negative values use
+     *                         {@link FrequencyTrie#DEFAULT_MAX_EXPANDED_INDEX}
+     * @return compiled patch-command trie
+     * @throws NullPointerException if {@code fileName} is {@code null}
+     * @throws IOException          if the file cannot be opened, decompressed, or
+     *                              read
+     */
+    public static FrequencyTrie<String> loadBinary(final String fileName, final int maxExpandedIndex)
+            throws IOException {
+        Objects.requireNonNull(fileName, FILENAME_REQUIRED);
+        return StemmerPatchTrieBinaryIO.read(fileName, maxExpandedIndex);
+    }
+
     /**
      * Loads a GZip-compressed binary patch-command trie from an input stream.
      *
@@ -802,7 +846,7 @@ public final class StemmerPatchTrieLoader {
      *                              read
      */
     public static TrieMetadata loadBinaryMetadata(final Path path) throws IOException {
-        Objects.requireNonNull(path, "path");
+        Objects.requireNonNull(path, PARAMETER_PATH);
         return StemmerPatchTrieBinaryIO.readMetadata(path);
     }
 
@@ -845,7 +889,7 @@ public final class StemmerPatchTrieLoader {
      */
     public static void saveBinary(final FrequencyTrie<String> trie, final Path path) throws IOException {
         Objects.requireNonNull(trie, "trie");
-        Objects.requireNonNull(path, "path");
+        Objects.requireNonNull(path, PARAMETER_PATH);
         StemmerPatchTrieBinaryIO.write(trie, path);
     }
 

src/main/java/org/egothor/stemmer/package-info.java

@@ -58,17 +58,17 @@
  * {@link org.egothor.stemmer.StemmerPatchTrieLoader}, which reads the
  * traditional line-oriented tab-separated values resource format in which each
  * non-empty logical line starts with a canonical stem followed by known surface
- * variants in subsequent tab-separated columns.
+ * variants in subsequent tab-separated columns. Parsing is delegated to
- * Parsing is delegated to {@link org.egothor.stemmer.StemmerDictionaryParser},
+ * {@link org.egothor.stemmer.StemmerDictionaryParser}, which applies
- * which applies configurable case processing through
+ * configurable case processing through
  * {@link org.egothor.stemmer.CaseProcessingMode} (default:
  * {@link org.egothor.stemmer.CaseProcessingMode#LOWERCASE_WITH_LOCALE_ROOT}),
  * supports whole-line as well as trailing remarks introduced by {@code #} or
  * {@code //}, and currently ignores dictionary items containing Unicode
  * whitespace characters while reporting them through warning-level diagnostics.
- * During loading, each variant is converted into a patch command
+ * During loading, each variant is converted into a patch command targeting the
- * targeting the canonical stem, and the stem itself may optionally be stored
+ * canonical stem, and the stem itself may optionally be stored under the
- * under the canonical no-operation patch.
+ * canonical no-operation patch.
  * </p>
  *
  * <p>

src/main/java/org/egothor/stemmer/trie/CompiledNode.java

@@ -1,21 +1,21 @@
 /*******************************************************************************
  * Copyright (C) 2026, Leo Galambos
  * All rights reserved.
- * 
+ *
  * Redistribution and use in source and binary forms, with or without
  * modification, are permitted provided that the following conditions are met:
- * 
+ *
  * 1. Redistributions of source code must retain the above copyright notice,
  *    this list of conditions and the following disclaimer.
- * 
+ *
  * 2. Redistributions in binary form must reproduce the above copyright notice,
  *    this list of conditions and the following disclaimer in the documentation
  *    and/or other materials provided with the distribution.
- * 
+ *
  * 3. Neither the name of the copyright holder nor the names of its contributors
  *    may be used to endorse or promote products derived from this software
  *    without specific prior written permission.
- * 
+ *
  * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
  * AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
  * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
@@ -43,14 +43,15 @@ import java.util.Objects;
  * immutable from the public API perspective because construction wires these
  * arrays once and all lookup operations thereafter treat them as read-only.
  *
- * @param <V>           value type
+ * @param <V> value type
- * @param edgeLabels    internal edge label array
- * @param children      internal child array
- * @param orderedValues internal ordered values array
- * @param orderedCounts internal ordered counts array
  */
-@SuppressWarnings("PMD.DataClass")
+public final class CompiledNode<V> {
-public record CompiledNode<V>(char[] edgeLabels, CompiledNode<V>[] children, V[] orderedValues, int... orderedCounts) {
+
+    /**
+     * Default dense child lookup span in characters used when an explicit override
+     * is not provided.
+     */
+    public static final int DEFAULT_MAX_EXPANDED_INDEX = 512;
 
     /**
      * Number of child edges where linear scan is cheaper than binary search.
@@ -58,24 +59,112 @@ public record CompiledNode<V>(char[] edgeLabels, CompiledNode<V>[] children, V[]
     private static final int LINEAR_CHILD_COUNT_THRESHOLD = 4;
 
     /**
-     * Creates one validated compiled node.
+     * Edge labels in sorted ascending order.
+     */
+    private final char[] edgeLabels;
+
+    /**
+     * Sparse child array aligned with {@link #edgeLabels}.
+     */
+    private final CompiledNode<V>[] children;
+
+    /**
+     * Dense child lookup table used when labels fit into a compact char interval.
+     * <p>
+     * The table enables direct O(1) indexing for child lookup and is allocated only
+     * when the character span of this node's edges is within the configured
+     * threshold.
+     * </p>
+     */
+    private final CompiledNode<V>[] denseChildren;
+
+    /**
+     * Normalized minimum edge value for the dense lookup table.
+     */
+    private final int denseEdgeMin;
+
+    /**
+     * Values stored at this node in local order.
+     */
+    private final V[] orderedValues;
+
+    /**
+     * Occurrence counts aligned with {@link #orderedValues}.
+     */
+    private final int[] orderedCounts;
+
+    /**
+     * Creates one validated compiled node using {@link #DEFAULT_MAX_EXPANDED_INDEX}
+     * for dense lookup sizing.
      *
      * @throws NullPointerException     if any array argument is {@code null}
      * @throws IllegalArgumentException if the edge-related arrays or value-related
      *                                  arrays do not have matching lengths
      */
-    public CompiledNode {
+    public CompiledNode(final char[] edgeLabels, final CompiledNode<V>[] children, final V[] orderedValues,
+            final int... orderedCounts) {
+        this(edgeLabels, children, orderedValues, DEFAULT_MAX_EXPANDED_INDEX, orderedCounts);
+    }
+
+    /**
+     * Creates one validated compiled node.
+     *
+     * @param maxExpandedIndex upper bound for the dense lookup interval size; zero
+     *                         disables dense lookup. Larger values improve
+     *                         direct-index likelihood while increasing dense table
+     *                         memory in compact-label nodes.
+     * @throws NullPointerException     if any array argument is {@code null}
+     * @throws IllegalArgumentException if the edge-related arrays or value-related
+     *                                  arrays do not have matching lengths or the
+     *                                  dense interval size is negative
+     */
+    public CompiledNode(final char[] edgeLabels, final CompiledNode<V>[] children, final V[] orderedValues,
+            final int maxExpandedIndex, final int... orderedCounts) {
         Objects.requireNonNull(edgeLabels, "edgeLabels");
         Objects.requireNonNull(children, "children");
         Objects.requireNonNull(orderedValues, "orderedValues");
         Objects.requireNonNull(orderedCounts, "orderedCounts");
 
+        if (maxExpandedIndex < 0) {
+            throw new IllegalArgumentException("maxExpandedIndex must be non-negative.");
+        }
+
         if (edgeLabels.length != children.length) {
             throw new IllegalArgumentException("edgeLabels and children must have the same length.");
         }
         if (orderedValues.length != orderedCounts.length) {
             throw new IllegalArgumentException("orderedValues and orderedCounts must have the same length.");
         }
+
+        this.edgeLabels = edgeLabels;
+        this.children = children;
+        this.orderedValues = orderedValues;
+        this.orderedCounts = orderedCounts;
+
+        if (edgeLabels.length == 0 || maxExpandedIndex == 0) {
+            this.denseChildren = null;
+            this.denseEdgeMin = 0;
+            return;
+        }
+
+        final int minEdge = edgeLabels[0];
+        final int maxEdge = edgeLabels[edgeLabels.length - 1];
+        final int span = maxEdge - minEdge;
+
+        if (span < 0 || span > maxExpandedIndex) {
+            this.denseChildren = null;
+            this.denseEdgeMin = 0;
+            return;
+        }
+
+        @SuppressWarnings("unchecked")
+        final CompiledNode<V>[] dense = new CompiledNode[span + 1];
+        for (int edgeIndex = 0; edgeIndex < edgeLabels.length; edgeIndex++) {
+            dense[edgeLabels[edgeIndex] - minEdge] = children[edgeIndex];
+        }
+
+        this.denseChildren = dense;
+        this.denseEdgeMin = minEdge;
     }
 
     /**
@@ -87,7 +176,6 @@ public record CompiledNode<V>(char[] edgeLabels, CompiledNode<V>[] children, V[]
      *
      * @return internal edge-label array
      */
-    @Override
     @SuppressWarnings("PMD.MethodReturnsInternalArray")
     public char[] edgeLabels() {
         return this.edgeLabels;
@@ -102,7 +190,6 @@ public record CompiledNode<V>(char[] edgeLabels, CompiledNode<V>[] children, V[]
      *
      * @return internal child-node array
      */
-    @Override
     @SuppressWarnings("PMD.MethodReturnsInternalArray")
     public CompiledNode<V>[] children() {
         return this.children;
@@ -117,7 +204,6 @@ public record CompiledNode<V>(char[] edgeLabels, CompiledNode<V>[] children, V[]
      *
      * @return internal ordered-values array
      */
-    @Override
     @SuppressWarnings("PMD.MethodReturnsInternalArray")
     public V[] orderedValues() {
         return this.orderedValues;
@@ -132,14 +218,143 @@ public record CompiledNode<V>(char[] edgeLabels, CompiledNode<V>[] children, V[]
      *
      * @return internal ordered-counts array
      */
-    @Override
     @SuppressWarnings("PMD.MethodReturnsInternalArray")
     public int[] orderedCounts() {
         return this.orderedCounts;
     }
 
+    /**
+     * Returns the number of child edges represented by this node.
+     *
+     * @return child edge count
+     */
+    public int edgeCount() {
+        return this.edgeLabels.length;
+    }
+
+    /**
+     * Returns the number of values stored in this node.
+     *
+     * @return value count
+     */
+    public int valueCount() {
+        return this.orderedValues.length;
+    }
+
+    /**
+     * Indicates whether this node stores any values.
+     *
+     * @return {@code true} when values are present at this node
+     */
+    public boolean hasValues() {
+        return this.orderedValues.length > 0;
+    }
+
+    /**
+     * Indicates whether this node has child edges.
+     *
+     * @return {@code true} when this node has at least one outgoing edge
+     */
+    public boolean hasChildren() {
+        return this.edgeLabels.length > 0;
+    }
+
+    /**
+     * Indicates whether this node has no child edges.
+     *
+     * @return {@code true} when this node is a terminal leaf node
+     */
+    public boolean isLeaf() {
+        return !hasChildren();
+    }
+
+    /**
+     * Tests whether an edge label is present at this node.
+     *
+     * @param edge edge label
+     * @return {@code true} if this node contains the supplied edge label
+     */
+    public boolean hasEdge(final char edge) {
+        return findChild(edge) != null;
+    }
+
+    /**
+     * Indicates whether this node has a dense direct-index child lookup table.
+     *
+     * @return {@code true} when a direct-index child table is available
+     */
+    public boolean hasDenseLookup() {
+        return this.denseChildren != null;
+    }
+
+    /**
+     * Returns a small memory-related metric describing this node's dense table
+     * size.
+     *
+     * @return number of dense table slots, or {@code 0} when dense lookup is not
+     *         enabled
+     */
+    public int denseTableLength() {
+        return this.denseChildren == null ? 0 : this.denseChildren.length;
+    }
+
+    /**
+     * Returns a compact structural summary used by diagnostics and tests.
+     *
+     * @return summary hash for node structure and contents
+     */
+    @Override
+    public int hashCode() {
+        int hash = Arrays.hashCode(this.edgeLabels);
+        hash = 31 * hash + Arrays.hashCode(this.children);
+        hash = 31 * hash + Arrays.hashCode(this.orderedValues);
+        hash = 31 * hash + Arrays.hashCode(this.orderedCounts);
+        hash = 31 * hash + Objects.hash(this.denseEdgeMin);
+        hash = 31 * hash + (hasDenseLookup() ? Arrays.hashCode(this.denseChildren) : 0);
+        return hash;
+    }
+
+    /**
+     * Compares structural node content, including dense table availability.
+     *
+     * @param object comparison object
+     * @return {@code true} when nodes describe identical structure and payload
+     */
+    @Override
+    public boolean equals(final Object object) {
+        if (this == object) {
+            return true;
+        }
+        if (!(object instanceof CompiledNode<?> other)) {
+            return false;
+        }
+        return Arrays.equals(this.edgeLabels, other.edgeLabels) && Arrays.equals(this.children, other.children)
+                && Arrays.equals(this.orderedValues, other.orderedValues)
+                && Arrays.equals(this.orderedCounts, other.orderedCounts) && this.denseEdgeMin == other.denseEdgeMin
+                && Arrays.equals(this.denseChildren, other.denseChildren);
+    }
+
+    /**
+     * Returns a short summary useful for debugging and diagnostics.
+     *
+     * @return textual node summary
+     */
+    @Override
+    public String toString() {
+        return "CompiledNode{" + "edgeCount=" + this.edgeLabels.length + ", orderedValueCount="
+                + this.orderedValues.length + ", denseTableLength=" + denseTableLength() + '}';
+    }
+
     /**
      * Finds a child for the supplied edge character.
+     * 
+     * Lookup order is:
+     * <ol>
+     * <li>dense array index (if the label interval is compact enough),</li>
+     * <li>small-child linear scan when the fallback node has
+     * {@value #LINEAR_CHILD_COUNT_THRESHOLD} or fewer edges,</li>
+     * <li>binary search over sorted labels.</li>
+     * </ol>
      *
      * @param edge edge character
      * @return child node, or {@code null} if absent
@@ -149,6 +364,15 @@ public record CompiledNode<V>(char[] edgeLabels, CompiledNode<V>[] children, V[]
         if (childCount == 0) {
             return null;
         }
+
+        if (this.denseChildren != null) {
+            final int denseIndex = edge - this.denseEdgeMin;
+            if (denseIndex < 0 || denseIndex >= this.denseChildren.length) {
+                return null;
+            }
+            return this.denseChildren[denseIndex];
+        }
+
         if (childCount <= LINEAR_CHILD_COUNT_THRESHOLD) {
             for (int index = 0; index < childCount; index++) {
                 if (this.edgeLabels[index] == edge) {

src/test/java/org/egothor/stemmer/CompileIntegrationTest.java

@@ -95,6 +95,9 @@ import org.junit.jupiter.params.provider.MethodSource;
 @Tag("integration")
 @Tag("cli")
 @Tag("stemmer")
+@Tag("compile")
+@Tag("construction")
+@Tag("slow")
 @TestInstance(TestInstance.Lifecycle.PER_CLASS)
 @DisplayName("Compile integration")
 final class CompileIntegrationTest {
@@ -182,6 +185,11 @@ final class CompileIntegrationTest {
 
     @Nested
     @DisplayName("Remark-aware fixture workflow")
+    @Tag("integration")
+    @Tag("cli")
+    @Tag("stemmer")
+    @Tag("compile")
+    @Tag("construction")
     final class RemarkAwareFixtureWorkflow {
 
         /**
@@ -189,9 +197,10 @@ final class CompileIntegrationTest {
          * create nested output directories, preserve expected lookup behavior, and
          * store canonical stems when {@code --store-original} is enabled.
          *
-         * @throws IOException if reading or writing fails
+        * @throws IOException if reading or writing fails
          */
         @Test
+        @Tag("slow")
         @DisplayName("CLI should compile the remark-aware fixture and preserve expected lookups")
         void shouldCompileRemarkAwareFixtureAndPreserveExpectedLookups() throws IOException {
             final Path inputFile = copyResourceToTemporaryFile(REMARK_AWARE_DICTIONARY_RESOURCE,
@@ -234,9 +243,10 @@ final class CompileIntegrationTest {
          * Verifies that the CLI rejects an already existing output path unless
          * overwrite is explicitly enabled.
          *
-         * @throws IOException if reading or writing fails
+        * @throws IOException if reading or writing fails
          */
         @Test
+        @Tag("slow")
         @DisplayName("CLI should require overwrite before replacing an existing output artifact")
         void shouldRequireOverwriteForExistingOutput() throws IOException {
             final Path inputFile = copyResourceToTemporaryFile(REMARK_AWARE_DICTIONARY_RESOURCE,
@@ -301,6 +311,12 @@ final class CompileIntegrationTest {
 
     @Nested
     @DisplayName("Bundled project dictionary workflows")
+    @Tag("slow")
+    @Tag("integration")
+    @Tag("cli")
+    @Tag("stemmer")
+    @Tag("compile")
+    @Tag("construction")
     final class BundledProjectDictionaryWorkflows {
 
         /**
@@ -317,11 +333,12 @@ final class CompileIntegrationTest {
          * </p>
          *
          * @param scenario     scenario identifier
-         * @param resourcePath bundled dictionary resource path
+        * @param resourcePath bundled dictionary resource path
          * @throws IOException if reading or writing fails
          */
         @ParameterizedTest(name = "[{index}] {0}")
         @MethodSource("org.egothor.stemmer.CompileIntegrationTest#bundledDictionaryCases")
+        @Tag("slow")
         @DisplayName("CLI should compile bundled project dictionaries and preserve representative variant semantics")
         void shouldCompileBundledProjectDictionaryAndPreserveRepresentativeVariantSemantics(final String scenario,
                 final String resourcePath) throws IOException {

src/test/java/org/egothor/stemmer/CompileTest.java

@@ -66,7 +66,11 @@ import org.junit.jupiter.api.io.TempDir;
  * {@link System#exit(int)}.
  * </p>
  */
-@Tag("unit")
+@Tag("integration")
+@Tag("cli")
+@Tag("compile")
+@Tag("stemmer")
+@Tag("construction")
 @DisplayName("Compile")
 class CompileTest {
 
@@ -175,6 +179,11 @@ class CompileTest {
 
     @Nested
     @DisplayName("argument validation")
+    @Tag("integration")
+    @Tag("cli")
+    @Tag("compile")
+    @Tag("stemmer")
+    @Tag("validation")
     class ArgumentValidationTest {
 
         @Test

src/test/java/org/egothor/stemmer/CompiledTrieArtifactRegressionTest.java

@@ -70,10 +70,11 @@ import org.junit.jupiter.params.provider.MethodSource;
  * <li>compressed artifact reproducibility within the active format version</li>
  * </ul>
  */
-@Tag("unit")
+@Tag("compat")
 @Tag("regression")
 @Tag("determinism")
 @Tag("serialization")
+@Tag("trie")
 @TestInstance(TestInstance.Lifecycle.PER_CLASS)
 final class CompiledTrieArtifactRegressionTest {
 

src/test/java/org/egothor/stemmer/DiacriticStripperTest.java

@@ -41,7 +41,9 @@ import org.junit.jupiter.api.Test;
  * Unit tests for {@link DiacriticStripper}.
  */
 @Tag("unit")
-@Tag("diacritics")
+@Tag("diacritic")
+@Tag("stemmer")
+@Tag("normalization")
 @DisplayName("DiacriticStripper")
 class DiacriticStripperTest {
 

src/test/java/org/egothor/stemmer/FrequencyTrieBuildersTest.java

@@ -59,7 +59,7 @@ import org.junit.jupiter.api.Test;
  */
 @DisplayName("FrequencyTrieBuilders")
 @Tag("unit")
-@Tag("builder")
+@Tag("construction")
 @Tag("frequency-trie")
 class FrequencyTrieBuildersTest {
 

src/test/java/org/egothor/stemmer/FrequencyTrieProperties.java

@@ -47,7 +47,7 @@ import java.util.List;
 import net.jqwik.api.ForAll;
 import net.jqwik.api.Label;
 import net.jqwik.api.Property;
-import net.jqwik.api.Tag;
+import org.junit.jupiter.api.Tag;
 
 /**
  * Property-based tests for the compiled trie abstraction.
@@ -59,9 +59,9 @@ import net.jqwik.api.Tag;
  * core algorithm without overfitting to particular fixture data.
  */
 @Label("FrequencyTrie properties")
-@Tag("unit")
 @Tag("property")
 @Tag("trie")
+@Tag("frequency-trie")
 class FrequencyTrieProperties extends PropertyBasedTestSupport {
 
     /**

src/test/java/org/egothor/stemmer/FrequencyTrieTest.java

@@ -33,6 +33,7 @@ package org.egothor.stemmer;
 import static org.junit.jupiter.api.Assertions.assertAll;
 import static org.junit.jupiter.api.Assertions.assertArrayEquals;
 import static org.junit.jupiter.api.Assertions.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertFalse;
 import static org.junit.jupiter.api.Assertions.assertNotNull;
 import static org.junit.jupiter.api.Assertions.assertNull;
 import static org.junit.jupiter.api.Assertions.assertSame;
@@ -44,6 +45,7 @@ import java.io.ByteArrayOutputStream;
 import java.io.DataInputStream;
 import java.io.DataOutputStream;
 import java.io.IOException;
+import java.util.ArrayList;
 import java.util.List;
 
 import org.junit.jupiter.api.DisplayName;
@@ -62,6 +64,7 @@ import org.junit.jupiter.api.Test;
 @Tag("unit")
 @Tag("trie")
 @Tag("frequency-trie")
+@Tag("lookup")
 @DisplayName("FrequencyTrie")
 class FrequencyTrieTest {
 
@@ -379,6 +382,167 @@ class FrequencyTrieTest {
         assertThrows(UnsupportedOperationException.class, () -> entries.add(new ValueCount<String>("z", 1)));
     }
 
+    /**
+     * Verifies that {@link FrequencyTrie#getEntries(String)} short-circuits to a one-item immutable list.
+     */
+    @Test
+    @DisplayName("getEntries returns a one-item list for single stored values")
+    void getEntriesReturnsSingleItemListForSingleStoredValue() {
+        final FrequencyTrie.Builder<String> builder = rankedBuilder();
+
+        builder.put("gamma", "only");
+
+        final FrequencyTrie<String> trie = builder.build();
+
+        final List<ValueCount<String>> entries = trie.getEntries("gamma");
+
+        assertAll(() -> assertEquals(List.of(new ValueCount<String>("only", 1)), entries),
+                () -> assertThrows(UnsupportedOperationException.class, () -> entries.add(new ValueCount<String>("z", 1))));
+    }
+
+    /**
+     * Verifies that visitor lookup returns the same deterministic order and counts
+     * as the allocating APIs.
+     */
+    @Test
+    @DisplayName("Visitor lookup matches getAll order and getEntries counts")
+    void visitorLookupMatchesGetAllOrderAndGetEntriesCounts() {
+        final FrequencyTrie.Builder<String> builder = rankedBuilder();
+        builder.put("house", "noun", 3);
+        builder.put("house", "verb", 2);
+        builder.put("house", "adjective", 1);
+        final FrequencyTrie<String> trie = builder.build();
+        final List<String> values = new ArrayList<>();
+        final List<Integer> counts = new ArrayList<>();
+        final List<Integer> ranks = new ArrayList<>();
+
+        final int visited = trie.getAllNormalized("house", (value, count, rank) -> {
+            values.add(value);
+            counts.add(count);
+            ranks.add(rank);
+            return true;
+        }, 10);
+
+        assertAll(() -> assertEquals(3, visited),
+                () -> assertEquals(List.of("noun", "verb", "adjective"), values),
+                () -> assertEquals(List.of(3, 2, 1), counts),
+                () -> assertEquals(List.of(0, 1, 2), ranks));
+    }
+
+    /**
+     * Verifies visitor maximum result and early-stop behavior.
+     */
+    @Test
+    @DisplayName("Visitor lookup honors maxResults and sink early stop")
+    void visitorLookupHonorsMaxResultsAndSinkEarlyStop() {
+        final FrequencyTrie.Builder<String> builder = rankedBuilder();
+        builder.put("house", "noun", 3);
+        builder.put("house", "verb", 2);
+        builder.put("house", "adjective", 1);
+        final FrequencyTrie<String> trie = builder.build();
+        final List<String> limited = new ArrayList<>();
+        final List<String> stopped = new ArrayList<>();
+
+        final int limitedCount = trie.getAllNormalized("house", (value, count, rank) -> {
+            limited.add(value);
+            return true;
+        }, 2);
+        final int stoppedCount = trie.getAllNormalized("house", (value, count, rank) -> {
+            stopped.add(value);
+            return false;
+        }, 10);
+
+        assertAll(() -> assertEquals(2, limitedCount),
+                () -> assertEquals(List.of("noun", "verb"), limited),
+                () -> assertEquals(1, stoppedCount),
+                () -> assertEquals(List.of("noun"), stopped));
+    }
+
+    /**
+     * Verifies visitor zero, negative, missing, and first-result behavior.
+     */
+    @Test
+    @DisplayName("Visitor lookup handles zero, negative, missing, and first-result cases")
+    void visitorLookupHandlesBoundaryCases() {
+        final FrequencyTrie.Builder<String> builder = rankedBuilder();
+        builder.put("house", "noun");
+        final FrequencyTrie<String> trie = builder.build();
+        final int[] calls = new int[1];
+
+        assertAll(() -> assertEquals(0, trie.getAllNormalized("house", (value, count, rank) -> {
+            calls[0]++;
+            return true;
+        }, 0)),
+                () -> assertEquals(0, calls[0]),
+                () -> assertThrows(IllegalArgumentException.class,
+                        () -> trie.getAllNormalized("house", (value, count, rank) -> true, -1)),
+                () -> assertEquals(0, trie.getAllNormalized("missing", (value, count, rank) -> true, 10)),
+                () -> assertFalse(trie.getFirstNormalized("missing", (value, count, rank) -> true)),
+                () -> assertTrue(trie.getFirstNormalized("house", (value, count, rank) -> {
+                    assertEquals("noun", value);
+                    assertEquals(1, count);
+                    assertEquals(0, rank);
+                    return true;
+                })));
+    }
+
+    /**
+     * Verifies visitor API argument validation.
+     */
+    @Test
+    @DisplayName("Visitor lookup rejects null and invalid range arguments")
+    void visitorLookupRejectsNullAndInvalidRangeArguments() {
+        final FrequencyTrie<String> trie = rankedBuilder().build();
+        final char[] key = "house".toCharArray();
+        final FrequencyTrie.EntrySink<String> sink = (value, count, rank) -> true;
+
+        assertAll(() -> assertThrows(NullPointerException.class,
+                () -> trie.getAllNormalized((char[]) null, 0, 0, sink, 1)),
+                () -> assertThrows(NullPointerException.class,
+                        () -> trie.getAllNormalized(key, 0, key.length, null, 1)),
+                () -> assertThrows(IndexOutOfBoundsException.class,
+                        () -> trie.getAllNormalized(key, -1, key.length, sink, 1)),
+                () -> assertThrows(IndexOutOfBoundsException.class,
+                        () -> trie.getAllNormalized(key, 1, key.length, sink, 1)),
+                () -> assertThrows(NullPointerException.class,
+                        () -> trie.getAllNormalized((CharSequence) null, sink, 1)),
+                () -> assertThrows(NullPointerException.class,
+                        () -> trie.getAllNormalized("house", null, 1)),
+                () -> assertThrows(NullPointerException.class,
+                        () -> trie.getAll((CharSequence) null, sink, 1)),
+                () -> assertThrows(NullPointerException.class,
+                        () -> trie.getAll("house", null, 1)),
+                () -> assertThrows(IllegalArgumentException.class,
+                        () -> trie.getAll("house", sink, -1)));
+    }
+
+    /**
+     * Verifies normalized char-array slices and metadata-aware CharSequence visitor
+     * lookup.
+     */
+    @Test
+    @DisplayName("Visitor lookup supports normalized char slices and metadata-aware CharSequence keys")
+    void visitorLookupSupportsCharSlicesAndMetadataAwareKeys() {
+        final FrequencyTrie.Builder<String> builder = new FrequencyTrie.Builder<>(String[]::new,
+                ReductionSettings.withDefaults(ReductionMode.MERGE_SUBTREES_WITH_EQUIVALENT_RANKED_GET_ALL_RESULTS),
+                WordTraversalDirection.BACKWARD, CaseProcessingMode.LOWERCASE_WITH_LOCALE_ROOT);
+        builder.put("house", "noun");
+        final FrequencyTrie<String> trie = builder.build();
+        final char[] padded = "__house__".toCharArray();
+
+        assertAll(() -> assertEquals(1,
+                trie.getAllNormalized(padded, 2, 5, (value, count, rank) -> {
+                    assertEquals("noun", value);
+                    return true;
+                }, 10)),
+                () -> assertFalse(trie.getFirstNormalized("HOUSE", (value, count, rank) -> true),
+                        "Normalized lookup must bypass metadata lowercasing."),
+                () -> assertTrue(trie.getFirst("HOUSE", (value, count, rank) -> {
+                    assertEquals("noun", value);
+                    return true;
+                })));
+    }
+
     /**
      * Verifies that equal frequencies prefer the shorter string representation.
      */
@@ -709,6 +873,7 @@ class FrequencyTrieTest {
                 .readFrom(new ByteArrayInputStream(outputStream.toByteArray()), String[]::new, STRING_CODEC);
 
         assertAll(() -> assertEquals(original.size(), restored.size()),
+                () -> assertEquals(original.getFingerprint(), restored.getFingerprint()),
                 () -> assertEquals(original.get(""), restored.get("")),
                 () -> assertArrayEquals(original.getAll(""), restored.getAll("")),
                 () -> assertEquals(original.get("run"), restored.get("run")),
@@ -728,6 +893,82 @@ class FrequencyTrieTest {
                 () -> assertEquals(List.of(), restored.getEntries("missing")));
     }
 
+    /**
+     * Verifies fingerprint stability and sensitivity to metadata and trie content.
+     */
+    @Test
+    @DisplayName("Fingerprint reflects metadata and compiled trie content")
+    void fingerprintReflectsMetadataAndCompiledTrieContent() {
+        final FrequencyTrie.Builder<String> baseBuilderA = rankedBuilder();
+        baseBuilderA.put("run", "verb", 3);
+        baseBuilderA.put("run", "noun", 1);
+        baseBuilderA.put("runner", "noun", 2);
+        final FrequencyTrie<String> trieA = baseBuilderA.build();
+
+        final FrequencyTrie.Builder<String> baseBuilderB = rankedBuilder();
+        baseBuilderB.put("run", "verb", 3);
+        baseBuilderB.put("run", "noun", 1);
+        baseBuilderB.put("runner", "noun", 2);
+        final FrequencyTrie<String> trieB = baseBuilderB.build();
+
+        final FrequencyTrie.Builder<String> reorderedBuilder = rankedBuilder();
+        reorderedBuilder.put("runner", "noun", 2);
+        reorderedBuilder.put("run", "noun", 1);
+        reorderedBuilder.put("run", "verb", 3);
+        final FrequencyTrie<String> reorderedTrie = reorderedBuilder.build();
+
+        final FrequencyTrie.Builder<String> differentContentBuilder = rankedBuilder();
+        differentContentBuilder.put("run", "verb", 3);
+        differentContentBuilder.put("run", "noun", 2);
+        differentContentBuilder.put("runner", "noun", 2);
+        final FrequencyTrie<String> differentContentTrie = differentContentBuilder.build();
+
+        final FrequencyTrie.Builder<String> differentMetadataBuilder = new FrequencyTrie.Builder<>(String[]::new,
+                ReductionSettings.withDefaults(ReductionMode.MERGE_SUBTREES_WITH_EQUIVALENT_RANKED_GET_ALL_RESULTS),
+                WordTraversalDirection.FORWARD, CaseProcessingMode.AS_IS);
+        differentMetadataBuilder.put("run", "verb", 3);
+        differentMetadataBuilder.put("run", "noun", 1);
+        differentMetadataBuilder.put("runner", "noun", 2);
+        final FrequencyTrie<String> differentMetadataTrie = differentMetadataBuilder.build();
+
+        final String fingerprintA = trieA.getFingerprint();
+        final String fingerprintB = trieB.getFingerprint();
+        final String reorderedFingerprint = reorderedTrie.getFingerprint();
+        final String differentContentFingerprint = differentContentTrie.getFingerprint();
+        final String differentMetadataFingerprint = differentMetadataTrie.getFingerprint();
+        final byte[] fingerprintBytes = trieA.copyFingerprintBytes();
+        final byte[] secondFingerprintBytes = trieA.copyFingerprintBytes();
+        fingerprintBytes[0] = (byte) (fingerprintBytes[0] ^ 0x7F);
+
+        assertAll(() -> assertEquals(fingerprintA, fingerprintB),
+                () -> assertEquals(fingerprintA, reorderedFingerprint),
+                () -> assertEquals(fingerprintA, trieA.getFingerprint()),
+                () -> assertFalse(fingerprintA.isBlank()),
+                () -> assertLowercaseSha256Hex(fingerprintA),
+                () -> assertEquals(fingerprintA, toLowerHex(secondFingerprintBytes)),
+                () -> assertArrayEquals(secondFingerprintBytes, trieA.copyFingerprintBytes()),
+                () -> assertFalse(fingerprintA.equals(differentContentFingerprint)),
+                () -> assertFalse(fingerprintA.equals(differentMetadataFingerprint)));
+    }
+
+    private static void assertLowercaseSha256Hex(final String fingerprint) {
+        assertEquals(64, fingerprint.length());
+        for (int index = 0; index < fingerprint.length(); index++) {
+            final char character = fingerprint.charAt(index);
+            final boolean digit = character >= '0' && character <= '9';
+            final boolean lowercaseHex = character >= 'a' && character <= 'f';
+            assertTrue(digit || lowercaseHex, "Invalid fingerprint character at index " + index + '.');
+        }
+    }
+
+    private static String toLowerHex(final byte[] bytes) {
+        final StringBuilder builder = new StringBuilder(bytes.length * 2);
+        for (byte item : bytes) {
+            builder.append(Character.forDigit((item >>> 4) & 0x0F, 16));
+            builder.append(Character.forDigit(item & 0x0F, 16));
+        }
+        return builder.toString();
+    }
     /**
      * Verifies that persistence methods reject {@code null} arguments.
      *
@@ -755,6 +996,115 @@ class FrequencyTrieTest {
                         .readFrom(new ByteArrayInputStream(serializedEmptyTrie), String[]::new, null)));
     }
 
+    /**
+     * Verifies that reading a compiled trie with a negative max-expanded override
+     * smaller than -1 is rejected.
+     */
+    @Test
+    @Tag("persistence")
+    @DisplayName("readFrom rejects invalid maxExpandedIndex override")
+    void readFromRejectsInvalidMaxExpandedIndexOverride() {
+        final byte[] bytes = createSerializedStream(0x45475452, 1, 1, 0, new NodeWriter[] { dataOutput -> {
+            dataOutput.writeInt(0);
+            dataOutput.writeInt(0);
+        } });
+
+        final IllegalArgumentException exception = assertThrows(IllegalArgumentException.class,
+                () -> FrequencyTrie.readFrom(new ByteArrayInputStream(bytes), String[]::new, STRING_CODEC, -2));
+
+        assertEquals("maxExpandedIndex must be >= -1.", exception.getMessage());
+    }
+
+    /**
+     * Verifies that the max-expanded override controls dense lookup materialization
+     * while preserving lookup semantics.
+     */
+    @Test
+    @Tag("persistence")
+    @DisplayName("readFrom respects dense lookup max-expanded index override")
+    void readFromRespectsDenseLookupMaxExpandedIndexOverride() throws IOException {
+        final FrequencyTrie.Builder<String> builder = rankedBuilder();
+
+        builder.put("a", "a");
+        builder.put("b", "b");
+        builder.put("c", "c");
+        builder.put("d", "d");
+
+        final FrequencyTrie<String> original = builder.build();
+        final ByteArrayOutputStream outputStream = new ByteArrayOutputStream();
+        original.writeTo(outputStream, STRING_CODEC);
+        final byte[] serializedTrie = outputStream.toByteArray();
+
+        final FrequencyTrie<String> defaultDense = FrequencyTrie.readFrom(new ByteArrayInputStream(serializedTrie), String[]::new,
+                STRING_CODEC);
+        final FrequencyTrie<String> defaultDenseByNegative = FrequencyTrie.readFrom(new ByteArrayInputStream(serializedTrie),
+                String[]::new, STRING_CODEC, -1);
+        final FrequencyTrie<String> disabledDense = FrequencyTrie.readFrom(new ByteArrayInputStream(serializedTrie), String[]::new,
+                STRING_CODEC, 0);
+
+        assertAll(
+                () -> assertTrue(defaultDense.root().hasDenseLookup(),
+                        "Default read should enable dense lookup for compact first-level edges."),
+                () -> assertTrue(defaultDenseByNegative.root().hasDenseLookup(),
+                        "Negative override should use the default dense lookup span."),
+                () -> assertFalse(disabledDense.root().hasDenseLookup(),
+                        "Zero override should disable dense lookup tables."),
+                () -> assertEquals(original.get("a"), disabledDense.get("a")),
+                () -> assertEquals(original.get("b"), disabledDense.get("b")),
+                () -> assertEquals(original.get("c"), disabledDense.get("c")),
+                () -> assertEquals(original.get("d"), disabledDense.get("d")),
+                () -> assertEquals(original.get("z"), disabledDense.get("z")));
+    }
+
+    /**
+     * Verifies that cyclic serialized node references are rejected as invalid
+     * serialization.
+     */
+    @Test
+    @Tag("persistence")
+    @DisplayName("readFrom rejects cyclic serialized node references")
+    void readFromRejectsCyclicSerializedNodeReferences() {
+        final byte[] bytes = createSerializedStream(0x45475452, 1, 2, 0, new NodeWriter[] {
+                dataOutput -> {
+                    dataOutput.writeInt(1);
+                    dataOutput.writeChar('b');
+                    dataOutput.writeInt(1);
+                    dataOutput.writeInt(0);
+                },
+                dataOutput -> {
+                    dataOutput.writeInt(1);
+                    dataOutput.writeChar('a');
+                    dataOutput.writeInt(0);
+                    dataOutput.writeInt(0);
+                } });
+
+        final IOException exception = assertThrows(IOException.class,
+                () -> FrequencyTrie.readFrom(new ByteArrayInputStream(bytes), String[]::new, STRING_CODEC));
+
+        assertTrue(exception.getMessage().contains("cyclic reference detected"));
+    }
+
+    /**
+     * Verifies that child node references outside the valid serialized range are
+     * rejected.
+     */
+    @Test
+    @Tag("persistence")
+    @DisplayName("readFrom rejects invalid child node identifiers")
+    void readFromRejectsInvalidChildNodeId() {
+        final byte[] bytes = createSerializedStream(0x45475452, 1, 1, 0, new NodeWriter[] { dataOutput -> {
+            dataOutput.writeInt(1);
+            dataOutput.writeChar('a');
+            dataOutput.writeInt(3);
+            dataOutput.writeInt(0);
+        } });
+
+        final IOException exception = assertThrows(IOException.class,
+                () -> FrequencyTrie.readFrom(new ByteArrayInputStream(bytes), String[]::new, STRING_CODEC));
+
+        assertTrue(exception.getMessage().contains("Invalid child node id"));
+    }
+
     /**
      * Verifies that deserialization rejects an invalid stream magic header.
      */
@@ -785,6 +1135,27 @@ class FrequencyTrieTest {
         assertTrue(exception.getMessage().contains("Unsupported trie stream version"));
     }
 
+    /**
+     * Verifies that the latest stream version validates textual metadata blocks.
+     */
+    @Test
+    @Tag("persistence")
+    @DisplayName("readFrom rejects invalid textual metadata block")
+    void readFromRejectsInvalidTextualMetadataBlock() {
+        final int version = FrequencyTrie.currentFormatVersion();
+        final byte[] bytes = createSerializedStream(0x45475452, version, 1, 0, dataOutput -> {
+            dataOutput.writeUTF("not valid metadata");
+        }, new NodeWriter[] { dataOutput -> {
+            dataOutput.writeInt(0);
+            dataOutput.writeInt(0);
+        } });
+
+        final IOException exception = assertThrows(IOException.class,
+                () -> FrequencyTrie.readFrom(new ByteArrayInputStream(bytes), String[]::new, STRING_CODEC));
+
+        assertTrue(exception.getMessage().contains("Invalid metadata block"));
+    }
+
     /**
      * Verifies that deserialization rejects a negative node count.
      */
@@ -862,6 +1233,129 @@ class FrequencyTrieTest {
         assertTrue(exception.getMessage().contains("Non-positive stored count"));
     }
 
+    /**
+     * Verifies that legacy version 1 metadata uses compatibility defaults.
+     */
+    @Test
+    @Tag("persistence")
+    @DisplayName("readFrom supports legacy version 1 metadata")
+    void readFromSupportsLegacyVersionOneMetadata() throws IOException {
+        final byte[] bytes = createSerializedStream(0x45475452, 1, 1, 0, new NodeWriter[] { dataOutput -> {
+            dataOutput.writeInt(0);
+            dataOutput.writeInt(0);
+        } });
+
+        final FrequencyTrie<String> trie = FrequencyTrie.readFrom(new ByteArrayInputStream(bytes), String[]::new, STRING_CODEC);
+
+        assertEquals(TrieMetadata.legacy(1, WordTraversalDirection.BACKWARD), trie.metadata());
+    }
+
+    /**
+     * Verifies that legacy version 2 metadata stores traversal direction and uses
+     * compatibility defaults for other values.
+     */
+    @Test
+    @Tag("persistence")
+    @DisplayName("readFrom supports legacy version 2 metadata")
+    void readFromSupportsLegacyVersionTwoMetadata() throws IOException {
+        final byte[] bytes = createSerializedStream(0x45475452, 2, 1, 0,
+                dataOutput -> dataOutput.writeInt(WordTraversalDirection.FORWARD.ordinal()), new NodeWriter[] { dataOutput -> {
+                    dataOutput.writeInt(0);
+                    dataOutput.writeInt(0);
+                } });
+
+        final FrequencyTrie<String> trie = FrequencyTrie.readFrom(new ByteArrayInputStream(bytes), String[]::new, STRING_CODEC);
+
+        assertEquals(TrieMetadata.legacy(2, WordTraversalDirection.FORWARD), trie.metadata());
+    }
+
+    /**
+     * Verifies that version 3 metadata includes reduction and diacritic
+     * processing settings.
+     */
+    @Test
+    @Tag("persistence")
+    @DisplayName("readFrom parses version 3 metadata")
+    void readFromParsesVersionThreeMetadata() throws IOException {
+        final ReductionSettings reductionSettings = new ReductionSettings(
+                ReductionMode.MERGE_SUBTREES_WITH_EQUIVALENT_UNORDERED_GET_ALL_RESULTS, 81, 4);
+
+        final byte[] bytes = createSerializedStream(0x45475452, 3, 1, 0,
+                dataOutput -> {
+                    dataOutput.writeInt(WordTraversalDirection.BACKWARD.ordinal());
+                    dataOutput.writeInt(reductionSettings.reductionMode().ordinal());
+                    dataOutput.writeInt(reductionSettings.dominantWinnerMinPercent());
+                    dataOutput.writeInt(reductionSettings.dominantWinnerOverSecondRatio());
+                    dataOutput.writeInt(DiacriticProcessingMode.REMOVE.ordinal());
+                },
+                new NodeWriter[] { dataOutput -> {
+                    dataOutput.writeInt(0);
+                    dataOutput.writeInt(0);
+                } });
+
+        final FrequencyTrie<String> trie = FrequencyTrie.readFrom(new ByteArrayInputStream(bytes), String[]::new, STRING_CODEC);
+        final TrieMetadata metadata = trie.metadata();
+
+        assertAll(() -> assertEquals(3, metadata.formatVersion()),
+                () -> assertEquals(WordTraversalDirection.BACKWARD, metadata.traversalDirection()),
+                () -> assertEquals(reductionSettings, metadata.reductionSettings()),
+                () -> assertEquals(DiacriticProcessingMode.REMOVE, metadata.diacriticProcessingMode()),
+                () -> assertEquals(CaseProcessingMode.LOWERCASE_WITH_LOCALE_ROOT, metadata.caseProcessingMode()));
+    }
+
+    /**
+     * Verifies that version 4 metadata additionally stores case-processing mode.
+     */
+    @Test
+    @Tag("persistence")
+    @DisplayName("readFrom parses version 4 case processing metadata")
+    void readFromParsesVersionFourCaseMetadata() throws IOException {
+        final ReductionSettings reductionSettings = new ReductionSettings(
+                ReductionMode.MERGE_SUBTREES_WITH_EQUIVALENT_RANKED_GET_ALL_RESULTS, 75, 3);
+
+        final byte[] bytes = createSerializedStream(0x45475452, 4, 1, 0,
+                dataOutput -> {
+                    dataOutput.writeInt(WordTraversalDirection.FORWARD.ordinal());
+                    dataOutput.writeInt(reductionSettings.reductionMode().ordinal());
+                    dataOutput.writeInt(reductionSettings.dominantWinnerMinPercent());
+                    dataOutput.writeInt(reductionSettings.dominantWinnerOverSecondRatio());
+                    dataOutput.writeInt(DiacriticProcessingMode.AS_IS.ordinal());
+                    dataOutput.writeInt(CaseProcessingMode.AS_IS.ordinal());
+                },
+                new NodeWriter[] { dataOutput -> {
+                    dataOutput.writeInt(0);
+                    dataOutput.writeInt(0);
+                } });
+
+        final FrequencyTrie<String> trie = FrequencyTrie.readFrom(new ByteArrayInputStream(bytes), String[]::new, STRING_CODEC);
+        final TrieMetadata metadata = trie.metadata();
+
+        assertAll(() -> assertEquals(4, metadata.formatVersion()),
+                () -> assertEquals(WordTraversalDirection.FORWARD, metadata.traversalDirection()),
+                () -> assertEquals(reductionSettings, metadata.reductionSettings()),
+                () -> assertEquals(DiacriticProcessingMode.AS_IS, metadata.diacriticProcessingMode()),
+                () -> assertEquals(CaseProcessingMode.AS_IS, metadata.caseProcessingMode()));
+    }
+
+    /**
+     * Verifies that invalid legacy metadata ordinals are rejected by validation.
+     */
+    @Test
+    @Tag("persistence")
+    @DisplayName("readFrom rejects invalid metadata ordinal in legacy stream")
+    void readFromRejectsInvalidLegacyMetadataOrdinal() {
+        final byte[] bytes = createSerializedStream(0x45475452, 2, 1, 0,
+                dataOutput -> dataOutput.writeInt(999), new NodeWriter[] { dataOutput -> {
+                    dataOutput.writeInt(0);
+                    dataOutput.writeInt(0);
+                } });
+
+        final IOException exception = assertThrows(IOException.class,
+                () -> FrequencyTrie.readFrom(new ByteArrayInputStream(bytes), String[]::new, STRING_CODEC));
+
+        assertTrue(exception.getMessage().contains("Invalid traversal direction ordinal"));
+    }
+
     /**
      * Writes one node body into a synthetic serialized trie stream.
      */
@@ -889,6 +1383,24 @@ class FrequencyTrieTest {
      */
     private static byte[] createSerializedStream(final int magic, final int version, final int nodeCount,
             final int rootNodeId, final NodeWriter[] nodes) {
+        return createSerializedStream(magic, version, nodeCount, rootNodeId, dataOutput -> {
+            // legacy and text-based versions write their metadata differently.
+        }, nodes);
+    }
+
+    /**
+     * Writes a synthetic serialized trie stream with a metadata writer hook.
+     *
+     * @param magic      stream magic
+     * @param version    stream version
+     * @param nodeCount  declared node count
+     * @param rootNodeId declared root node identifier
+     * @param metadata   version-specific metadata writer
+     * @param nodes      node body writers
+     * @return serialized bytes
+     */
+    private static byte[] createSerializedStream(final int magic, final int version, final int nodeCount,
+            final int rootNodeId, final MetadataWriter metadata, final NodeWriter[] nodes) {
         try {
             final ByteArrayOutputStream byteArrayOutputStream = new ByteArrayOutputStream();
             final DataOutputStream dataOutputStream = new DataOutputStream(byteArrayOutputStream);
@@ -897,6 +1409,7 @@ class FrequencyTrieTest {
             dataOutputStream.writeInt(version);
             dataOutputStream.writeInt(nodeCount);
             dataOutputStream.writeInt(rootNodeId);
+            metadata.write(dataOutputStream);
 
             for (NodeWriter node : nodes) {
                 node.write(dataOutputStream);
@@ -908,4 +1421,19 @@ class FrequencyTrieTest {
             throw new IllegalStateException("Unexpected I/O while building synthetic trie stream.", exception);
         }
     }
+
+    /**
+     * Writes one synthetic metadata block.
+     */
+    @FunctionalInterface
+    private interface MetadataWriter {
+
+        /**
+         * Writes metadata bytes for one stream version.
+         *
+         * @param dataOutput output stream
+         * @throws IOException if writing fails
+         */
+        void write(DataOutputStream dataOutput) throws IOException;
+    }
 }

src/test/java/org/egothor/stemmer/FuzzStemmerAndTrieCompilationTest.java

@@ -65,10 +65,10 @@ import org.junit.jupiter.api.io.TempDir;
  * stems declared by the source dictionary.
  */
 @DisplayName("Deterministic fuzz-style trie and stemmer compilation")
-@Tag("unit")
 @Tag("fuzz")
 @Tag("trie")
-@Tag("stemming")
+@Tag("stemmer")
+@Tag("determinism")
 class FuzzStemmerAndTrieCompilationTest {
 
     /**

src/test/java/org/egothor/stemmer/PatchCommandEncoderProperties.java

@@ -36,7 +36,7 @@ import static org.junit.jupiter.api.Assertions.assertNotNull;
 import net.jqwik.api.ForAll;
 import net.jqwik.api.Label;
 import net.jqwik.api.Property;
-import net.jqwik.api.Tag;
+import org.junit.jupiter.api.Tag;
 
 /**
  * Property-based tests for {@link PatchCommandEncoder}.
@@ -47,9 +47,9 @@ import net.jqwik.api.Tag;
  * reconstruct the exact requested target.
  */
 @Label("PatchCommandEncoder properties")
-@Tag("unit")
 @Tag("property")
 @Tag("patch")
+@Tag("stemmer")
 class PatchCommandEncoderProperties extends PropertyBasedTestSupport {
 
     /**

src/test/java/org/egothor/stemmer/PatchCommandEncoderTest.java

@@ -31,6 +31,7 @@
 package org.egothor.stemmer;
 
 import static org.junit.jupiter.api.Assertions.assertAll;
+import static org.junit.jupiter.api.Assertions.assertArrayEquals;
 import static org.junit.jupiter.api.Assertions.assertEquals;
 import static org.junit.jupiter.api.Assertions.assertNotNull;
 import static org.junit.jupiter.api.Assertions.assertNull;
@@ -68,6 +69,8 @@ import org.junit.jupiter.params.provider.MethodSource;
 @Tag("unit")
 @Tag("stemmer")
 @Tag("patch")
+@Tag("encoding")
+@Tag("apply")
 @TestInstance(TestInstance.Lifecycle.PER_CLASS)
 class PatchCommandEncoderTest {
 
@@ -147,6 +150,63 @@ class PatchCommandEncoderTest {
                 Arguments.of(10, "teacher", PatchCommandEncoder.NOOP_PATCH, "teacher"));
     }
 
+    /**
+     * Provides explicit forward-direction single-instruction patch application cases.
+     *
+     * @return test arguments
+     */
+    private static Stream<Arguments> provideForwardSingleInstructionApplyCases() {
+        return Stream.of(
+                // 1
+                Arguments.of(1, "abcd", "Db", "cd"),
+                // 2
+                Arguments.of(2, "abc", "Ia", "aabc"),
+                // 3
+                Arguments.of(3, "abc", "Ra", "abc"),
+                // 4
+                Arguments.of(4, "abc", "-a", "abc"),
+                // 5
+                Arguments.of(5, "abc", PatchCommandEncoder.NOOP_PATCH, "abc"));
+    }
+
+    /**
+     * Provides forward-direction applyTo cases that exercise preserve-only and
+     * non-preserve branches.
+     *
+     * @return test arguments
+     */
+    private static Stream<Arguments> provideForwardApplyToCases() {
+        return Stream.of(
+                // 1
+                Arguments.of(1, "book", "-aRa", "baok"),
+                // 2
+                Arguments.of(2, "abc", "-dRa", "abc"),
+                // 3
+                Arguments.of(3, "abc", "DdRa", "abc"),
+                // 4
+                Arguments.of(4, "abc", "-dIa", "abc"),
+                // 5
+                Arguments.of(5, "abc", "Na-a", "abc"));
+    }
+
+    /**
+     * Provides empty-source forward applyTo cases that cover empty-source
+     * instruction handling.
+     *
+     * @return test arguments
+     */
+    private static Stream<Arguments> provideForwardEmptySourceApplyCases() {
+        return Stream.of(
+                // 1
+                Arguments.of(1, "IaIb", "ab"),
+                // 2
+                Arguments.of(2, "-aRa", ""),
+                // 3
+                Arguments.of(3, "IaRa", ""),
+                // 4
+                Arguments.of(4, "Na-a", ""));
+    }
+
     /**
      * Provides malformed or index-invalid patch inputs that must preserve the
      * original source according to the implementation contract.
@@ -236,12 +296,31 @@ class PatchCommandEncoderTest {
         return new StringBuilder(text).reverse().toString();
     }
 
+    /**
+     * Applies a patch into a right-sized output buffer and returns the produced
+     * string.
+     *
+     * @param source             source text
+     * @param patch              patch command
+     * @param traversalDirection traversal direction
+     * @return transformed text
+     */
+    private static String applyToString(final String source, final String patch,
+            final WordTraversalDirection traversalDirection) {
+        final char[] output = new char[Math.max(source.length() + 16, 16)];
+        final int produced = PatchCommandEncoder.applyTo(source, patch, traversalDirection, output, 0, output.length);
+        return new String(output, 0, produced);
+    }
+
     /**
      * Tests constructor validation and basic instantiation behavior.
      */
     @Nested
     @DisplayName("construction")
-    @Tag("constructor")
+    @Tag("construction")
+    @Tag("unit")
+    @Tag("stemmer")
+    @Tag("patch")
     class ConstructionTests {
 
         /**
@@ -326,7 +405,10 @@ class PatchCommandEncoderTest {
      */
     @Nested
     @DisplayName("encode(String, String)")
-    @Tag("encode")
+    @Tag("encoding")
+    @Tag("unit")
+    @Tag("stemmer")
+    @Tag("patch")
     class EncodeTests {
 
         /**
@@ -461,6 +543,9 @@ class PatchCommandEncoderTest {
     @Nested
     @DisplayName("apply(String, String)")
     @Tag("apply")
+    @Tag("unit")
+    @Tag("stemmer")
+    @Tag("patch")
     class ApplyTests {
 
         /**
@@ -535,6 +620,101 @@ class PatchCommandEncoderTest {
             assertEquals("city", PatchCommandEncoder.apply("cities", patch, WordTraversalDirection.FORWARD));
         }
 
+        /**
+         * Verifies explicit single-instruction forward patch application
+         * semantics.
+         *
+         * @param caseId   numeric case identifier
+         * @param source   source word
+         * @param patch    encoded patch command
+         * @param expected expected transformed word
+         */
+        @ParameterizedTest(name = "[{index}] case {0}: forward single instruction apply({1}, {2}) -> {3}")
+        @MethodSource("org.egothor.stemmer.PatchCommandEncoderTest#provideForwardSingleInstructionApplyCases")
+        @DisplayName("applies forward single instruction patches correctly")
+        void shouldApplyForwardSingleInstructionsExplicitly(int caseId, String source, String patch, String expected) {
+            assertEquals(expected, PatchCommandEncoder.apply(source, patch, WordTraversalDirection.FORWARD),
+                    () -> "Case " + caseId + " failed for source='" + source + "', patch='" + patch + "'.");
+        }
+
+        /**
+         * Verifies forward single-instruction malformed commands fail fast.
+         */
+        @Test
+        @DisplayName("throws for unsupported forward opcode and NOOP argument")
+        void shouldThrowForUnsupportedForwardOpcodeAndNoopArgument() {
+            assertAll(() -> assertEquals("Unsupported patch opcode: X",
+                    assertThrows(IllegalArgumentException.class,
+                            () -> PatchCommandEncoder.apply("abc", "Xa", WordTraversalDirection.FORWARD))
+                                    .getMessage()),
+                    () -> assertEquals("Unsupported NOOP patch argument: `",
+                            assertThrows(IllegalArgumentException.class,
+                                    () -> PatchCommandEncoder.apply("abc", "N`", WordTraversalDirection.FORWARD))
+                                            .getMessage()));
+        }
+
+        /**
+         * Verifies explicit forward-applyTo cases that exercise preserve-only and
+         * non-preserve branches.
+         *
+         * @param caseId   numeric case identifier
+         * @param source   source word
+         * @param patch    encoded patch command
+         * @param expected expected transformed word
+         */
+        @ParameterizedTest(name = "[{index}] case {0}: applyToForward({1}, {2}) -> {3}")
+        @MethodSource("org.egothor.stemmer.PatchCommandEncoderTest#provideForwardApplyToCases")
+        @DisplayName("applyTo handles forward preserve-only and mutation branches")
+        void shouldApplyToForwardPreserveAndMutationBranches(int caseId, String source, String patch, String expected) {
+            final char[] output = new char[Math.max(source.length() + 16, 16)];
+
+            final int produced = PatchCommandEncoder.applyTo(source, patch, WordTraversalDirection.FORWARD, output, 0,
+                    output.length);
+
+            assertAll(
+                    () -> assertEquals(expected.length(), produced,
+                            () -> "Case " + caseId + " produced wrong length."),
+                    () -> assertEquals(expected, new String(output, 0, produced),
+                            () -> "Case " + caseId + " failed for patch='" + patch + "'."));
+        }
+
+        /**
+         * Verifies empty-source forward applyTo behavior for insert-only and malformed
+         * instructions.
+         *
+         * @param caseId numeric case identifier
+         * @param patch  encoded patch command
+         * @param expected expected transformed word
+         */
+        @ParameterizedTest(name = "[{index}] case {0}: applyToForward(\"\", {1}) -> \"{2}\"")
+        @MethodSource("org.egothor.stemmer.PatchCommandEncoderTest#provideForwardEmptySourceApplyCases")
+        @DisplayName("applies forward empty-source patches correctly")
+        void shouldApplyToForwardEmptySourceCases(int caseId, String patch, String expected) {
+            final char[] output = new char[Math.max(expected.length() + 16, 16)];
+
+            final int produced = PatchCommandEncoder.applyTo("", patch, WordTraversalDirection.FORWARD, output, 0,
+                    output.length);
+
+            assertAll(
+                    () -> assertEquals(expected.length(), produced,
+                            () -> "Case " + caseId + " produced wrong length."),
+                    () -> assertEquals(expected, new String(output, 0, produced),
+                            () -> "Case " + caseId + " failed for patch='" + patch + "'."));
+        }
+
+        /**
+         * Verifies malformed empty-source forward patches fail fast and preserve
+         * empty-source semantics.
+         */
+        @Test
+        @DisplayName("throws for unsupported NOOP argument on empty-source forward patch")
+        void shouldThrowForUnsupportedNoopArgumentOnForwardEmptySource() {
+            IllegalArgumentException exception = assertThrows(IllegalArgumentException.class,
+                    () -> PatchCommandEncoder.apply("", "N`Ra", WordTraversalDirection.FORWARD));
+
+            assertEquals("Unsupported NOOP patch argument: `", exception.getMessage());
+        }
+
         /**
          * Verifies explicit patch application cases.
          *
@@ -590,6 +770,181 @@ class PatchCommandEncoderTest {
             assertEquals(source, PatchCommandEncoder.apply(source, malformedPatch), () -> "Case " + caseId
                     + " failed for source='" + source + "', malformedPatch='" + malformedPatch + "'.");
         }
+
+        /**
+         * Verifies buffer application against string-returning application.
+         *
+         * @param caseId   numeric case identifier
+         * @param source   source word
+         * @param patch    patch command
+         * @param expected expected transformed word
+         */
+        @ParameterizedTest(name = "[{index}] case {0}: applyTo({1}, {2}) -> {3}")
+        @MethodSource("org.egothor.stemmer.PatchCommandEncoderTest#provideApplyCases")
+        @DisplayName("applyTo matches apply for explicit backward patch commands")
+        void shouldApplyToBufferLikeApplyForBackwardCommands(int caseId, String source, String patch, String expected) {
+            final char[] output = "___..............".toCharArray();
+
+            final int produced = PatchCommandEncoder.applyTo(source, patch, WordTraversalDirection.BACKWARD, output, 3,
+                    output.length - 3);
+
+            assertAll(() -> assertEquals(expected.length(), produced, () -> "Case " + caseId + " produced wrong length."),
+                    () -> assertEquals(expected, new String(output, 3, produced)));
+        }
+
+        /**
+         * Verifies char-array source slices.
+         */
+        @Test
+        @DisplayName("applyTo supports char-array source slices")
+        void shouldApplyToCharArraySourceSlice() {
+            final char[] source = "__teacher__".toCharArray();
+            final char[] output = new char[16];
+
+            final int produced = PatchCommandEncoder.applyTo(source, 2, 7, "Db", WordTraversalDirection.BACKWARD,
+                    output, 1, output.length - 1);
+
+            assertAll(() -> assertEquals(5, produced), () -> assertEquals("teach", new String(output, 1, produced)));
+        }
+
+        /**
+         * Verifies null and range validation for buffer application.
+         */
+        @Test
+        @DisplayName("applyTo rejects null and invalid range arguments")
+        void shouldRejectNullAndInvalidRangeArguments() {
+            final char[] source = "teacher".toCharArray();
+            final char[] output = new char[16];
+
+            assertAll(() -> assertThrows(NullPointerException.class,
+                    () -> PatchCommandEncoder.applyTo((CharSequence) null, "Db", WordTraversalDirection.BACKWARD,
+                            output, 0, output.length)),
+                    () -> assertThrows(NullPointerException.class,
+                            () -> PatchCommandEncoder.applyTo("teacher", "Db", null, output, 0, output.length)),
+                    () -> assertThrows(NullPointerException.class,
+                            () -> PatchCommandEncoder.applyTo("teacher", "Db", WordTraversalDirection.BACKWARD, null,
+                                    0, output.length)),
+                    () -> assertThrows(IndexOutOfBoundsException.class,
+                            () -> PatchCommandEncoder.applyTo("teacher", "Db", WordTraversalDirection.BACKWARD,
+                                    output, -1, output.length)),
+                    () -> assertThrows(NullPointerException.class,
+                            () -> PatchCommandEncoder.applyTo((char[]) null, 0, 7, "Db",
+                                    WordTraversalDirection.BACKWARD, output, 0, output.length)),
+                    () -> assertThrows(IndexOutOfBoundsException.class,
+                            () -> PatchCommandEncoder.applyTo(source, 1, source.length, "Db",
+                                    WordTraversalDirection.BACKWARD, output, 0, output.length)));
+        }
+
+        /**
+         * Verifies null, empty, and canonical NOOP patch preservation.
+         */
+        @Test
+        @DisplayName("applyTo preserves source for null, empty, and canonical NOOP patches")
+        void shouldApplyToPreserveSourceForEmptyCompatibilityPatches() {
+            final char[] nullPatchOutput = new char[8];
+            final char[] emptyPatchOutput = new char[8];
+            final char[] noopOutput = new char[8];
+
+            final int nullPatchLength = PatchCommandEncoder.applyTo("teacher", null, WordTraversalDirection.BACKWARD,
+                    nullPatchOutput, 0, nullPatchOutput.length);
+            final int emptyPatchLength = PatchCommandEncoder.applyTo("teacher", "", WordTraversalDirection.BACKWARD,
+                    emptyPatchOutput, 0, emptyPatchOutput.length);
+            final int noopLength = PatchCommandEncoder.applyTo("teacher", PatchCommandEncoder.NOOP_PATCH,
+                    WordTraversalDirection.BACKWARD, noopOutput, 0, noopOutput.length);
+
+            assertAll(() -> assertEquals(7, nullPatchLength),
+                    () -> assertEquals("teacher", new String(nullPatchOutput, 0, nullPatchLength)),
+                    () -> assertEquals(7, emptyPatchLength),
+                    () -> assertEquals("teacher", new String(emptyPatchOutput, 0, emptyPatchLength)),
+                    () -> assertEquals(7, noopLength),
+                    () -> assertEquals("teacher", new String(noopOutput, 0, noopLength)));
+        }
+
+        /**
+         * Verifies insufficient capacity behavior.
+         */
+        @Test
+        @DisplayName("applyTo reports insufficient capacity without writing output")
+        void shouldReportInsufficientCapacityWithoutWritingOutput() {
+            final char[] output = "xxxx".toCharArray();
+
+            final int produced = PatchCommandEncoder.applyTo("abc", "Ic", WordTraversalDirection.BACKWARD, output, 0,
+                    output.length - 1);
+
+            assertAll(() -> assertEquals(PatchCommandEncoder.APPLY_INSUFFICIENT_CAPACITY, produced),
+                    () -> assertArrayEquals("xxxx".toCharArray(), output));
+        }
+
+        /**
+         * Verifies exception parity with string-returning application.
+         */
+        @Test
+        @DisplayName("applyTo throws for unsupported opcode and NOOP argument")
+        void shouldApplyToThrowForUnsupportedOpcodeAndNoopArgument() {
+            final char[] output = new char[8];
+
+            assertAll(() -> {
+                final IllegalArgumentException exception = assertThrows(IllegalArgumentException.class,
+                        () -> PatchCommandEncoder.applyTo("abc", "Xa", WordTraversalDirection.BACKWARD, output, 0,
+                                output.length));
+                assertEquals("Unsupported patch opcode: X", exception.getMessage());
+            }, () -> {
+                final IllegalArgumentException exception = assertThrows(IllegalArgumentException.class,
+                        () -> PatchCommandEncoder.applyTo("abc", "Nb", WordTraversalDirection.BACKWARD, output, 0,
+                                output.length));
+                assertEquals("Unsupported NOOP patch argument: b", exception.getMessage());
+            });
+        }
+
+        /**
+         * Verifies malformed compatibility behavior for buffer application.
+         *
+         * @param caseId         numeric case identifier
+         * @param source         original source
+         * @param malformedPatch malformed patch
+         */
+        @ParameterizedTest(name = "[{index}] case {0}: malformed applyTo patch {2} preserves {1}")
+        @MethodSource("org.egothor.stemmer.PatchCommandEncoderTest#provideMalformedPatchCases")
+        @DisplayName("applyTo preserves source for malformed or index-invalid patch commands")
+        void shouldApplyToPreserveSourceForMalformedOrIndexInvalidPatchCommands(int caseId, String source,
+                String malformedPatch) {
+            final char[] output = new char[Math.max(source.length(), 1)];
+
+            final int produced = PatchCommandEncoder.applyTo(source, malformedPatch, WordTraversalDirection.BACKWARD,
+                    output, 0, output.length);
+
+            assertAll(() -> assertEquals(source.length(), produced, () -> "Case " + caseId + " produced wrong length."),
+                    () -> assertEquals(source, new String(output, 0, produced)));
+        }
+
+        /**
+         * Verifies explicit traversal direction for buffer application.
+         */
+        @Test
+        @DisplayName("applyTo follows explicit forward traversal direction")
+        void shouldApplyToWithForwardTraversalDirection() {
+            final PatchCommandEncoder encoder = PatchCommandEncoder.builder()
+                    .traversalDirection(WordTraversalDirection.FORWARD)
+                    .build();
+            final String patch = encoder.encode("cities", "city");
+
+            assertEquals(PatchCommandEncoder.apply("cities", patch, WordTraversalDirection.FORWARD),
+                    applyToString("cities", patch, WordTraversalDirection.FORWARD));
+        }
+
+        /**
+         * Verifies overlapping source/output slices are rejected.
+         */
+        @Test
+        @DisplayName("applyTo rejects overlapping char-array source and output ranges")
+        void shouldRejectOverlappingSourceAndOutputRanges() {
+            final char[] buffer = "teacher....".toCharArray();
+
+            final IllegalArgumentException exception = assertThrows(IllegalArgumentException.class,
+                    () -> PatchCommandEncoder.applyTo(buffer, 0, 7, "Db", WordTraversalDirection.BACKWARD, buffer, 2, 5));
+
+            assertEquals("source and output ranges must not overlap.", exception.getMessage());
+        }
     }
 
     /**
@@ -598,6 +953,9 @@ class PatchCommandEncoderTest {
     @Nested
     @DisplayName("stemming-oriented scenarios")
     @Tag("regression")
+    @Tag("unit")
+    @Tag("stemmer")
+    @Tag("patch")
     class StemmingScenarioTests {
 
         /**
@@ -658,7 +1016,10 @@ class PatchCommandEncoderTest {
      */
     @Nested
     @DisplayName("reversed-word processing")
-    @Tag("reverse")
+    @Tag("normalization")
+    @Tag("unit")
+    @Tag("stemmer")
+    @Tag("patch")
     class ReversedWordProcessingTests {
 
         /**
@@ -743,6 +1104,7 @@ class PatchCommandEncoderTest {
      */
     @ParameterizedTest(name = "[{index}] case {0}: mirrored consistency for {1} -> {2}")
     @MethodSource("org.egothor.stemmer.PatchCommandEncoderTest#provideReversedRoundTripPairs")
+    @Tag("normalization")
     @DisplayName("preserves correctness under mirrored input orientation")
     void shouldPreserveCorrectnessUnderMirroredInputOrientation(int caseId, String source, String target) {
         PatchCommandEncoder encoder = PatchCommandEncoder.builder().build();

src/test/java/org/egothor/stemmer/StemmerDictionaryParserTest.java

@@ -75,6 +75,8 @@ import org.junit.jupiter.api.io.TempDir;
 @DisplayName("StemmerDictionaryParser")
 @Tag("unit")
 @Tag("parser")
+@Tag("stemmer")
+@Tag("validation")
 class StemmerDictionaryParserTest {
 
     /**
@@ -97,6 +99,10 @@ class StemmerDictionaryParserTest {
     /**
      * Log handler capturing parser diagnostics for assertions.
      */
+    @Tag("unit")
+    @Tag("parser")
+    @Tag("stemmer")
+    @Tag("validation")
     private static final class CapturedLogHandler extends Handler {
 
         /**
@@ -157,6 +163,10 @@ class StemmerDictionaryParserTest {
 
     @Nested
     @DisplayName("parse(Reader, String, EntryHandler)")
+    @Tag("unit")
+    @Tag("parser")
+    @Tag("stemmer")
+    @Tag("validation")
     class ReaderParsingTests {
 
         @Test
@@ -333,6 +343,10 @@ class StemmerDictionaryParserTest {
 
     @Nested
     @DisplayName("parse(Path, EntryHandler) and parse(String, EntryHandler)")
+    @Tag("unit")
+    @Tag("parser")
+    @Tag("stemmer")
+    @Tag("validation")
     class FileParsingTests {
 
         @Test
@@ -423,6 +437,10 @@ class StemmerDictionaryParserTest {
 
     @Nested
     @DisplayName("ParseStatistics")
+    @Tag("unit")
+    @Tag("parser")
+    @Tag("stemmer")
+    @Tag("validation")
     class ParseStatisticsTests {
 
         @Test

src/test/java/org/egothor/stemmer/StemmerKnowledgeExperimentTest.java

@@ -54,9 +54,10 @@ import org.junit.jupiter.api.io.TempDir;
 /**
  * Tests for {@link StemmerKnowledgeExperiment}.
  */
-@Tag("unit")
 @Tag("integration")
 @Tag("stemmer")
+@Tag("trie")
+@Tag("reduction")
 final class StemmerKnowledgeExperimentTest {
 
     /**

src/test/java/org/egothor/stemmer/StemmerPatchTrieBinaryIOTest.java

@@ -38,6 +38,8 @@ import static org.junit.jupiter.api.Assertions.assertSame;
 import static org.junit.jupiter.api.Assertions.assertThrows;
 import static org.junit.jupiter.api.Assertions.assertTrue;
 import static org.mockito.ArgumentMatchers.any;
+import static org.mockito.ArgumentMatchers.anyInt;
+import static org.mockito.ArgumentMatchers.eq;
 import static org.mockito.Mockito.mock;
 import static org.mockito.Mockito.mockStatic;
 import static org.mockito.Mockito.verify;
@@ -91,6 +93,8 @@ import org.mockito.MockedStatic;
 @Tag("unit")
 @Tag("io")
 @Tag("persistence")
+@Tag("serialization")
+@Tag("trie")
 @DisplayName("StemmerPatchTrieBinaryIO")
 class StemmerPatchTrieBinaryIOTest {
 
@@ -130,6 +134,10 @@ class StemmerPatchTrieBinaryIOTest {
      */
     @Nested
     @DisplayName("write(...)")
+    @Tag("unit")
+    @Tag("io")
+    @Tag("trie")
+    @Tag("persistence")
     class WriteTests {
 
         /**
@@ -286,6 +294,10 @@ class StemmerPatchTrieBinaryIOTest {
      */
     @Nested
     @DisplayName("read(...)")
+    @Tag("unit")
+    @Tag("io")
+    @Tag("trie")
+    @Tag("persistence")
     class ReadTests {
 
         /**
@@ -299,9 +311,19 @@ class StemmerPatchTrieBinaryIOTest {
                             "read(Path) must reject null path."),
                     () -> assertThrows(NullPointerException.class, () -> StemmerPatchTrieBinaryIO.read((String) null),
                             "read(String) must reject null file name."),
+                    () -> assertThrows(NullPointerException.class,
+                            () -> StemmerPatchTrieBinaryIO.read((Path) null, FrequencyTrie.DEFAULT_MAX_EXPANDED_INDEX),
+                            "read(Path, int) must reject null path."),
+                    () -> assertThrows(NullPointerException.class,
+                            () -> StemmerPatchTrieBinaryIO.read((String) null,
+                                    FrequencyTrie.DEFAULT_MAX_EXPANDED_INDEX),
+                            "read(String, int) must reject null file name."),
                     () -> assertThrows(NullPointerException.class,
                             () -> StemmerPatchTrieBinaryIO.read((ByteArrayInputStream) null),
-                            "read(InputStream) must reject null input stream."));
+                            "read(InputStream) must reject null input stream."),
+                    () -> assertThrows(NullPointerException.class,
+                            () -> StemmerPatchTrieBinaryIO.read((ByteArrayInputStream) null, FrequencyTrie.DEFAULT_MAX_EXPANDED_INDEX),
+                            "read(InputStream, int) must reject null input stream."));
         }
 
         /**
@@ -385,6 +407,143 @@ class StemmerPatchTrieBinaryIOTest {
             }
         }
 
+        /**
+         * Verifies that stream overload with dense span override delegates to the
+         * four-argument readFrom method.
+         */
+        @SuppressWarnings("unchecked")
+        @Test
+        @DisplayName("Should delegate stream read with dense span override")
+        void shouldDelegateInputStreamReadWithDenseSpanOverride() throws IOException {
+            final FrequencyTrie<String> expectedTrie = mock(FrequencyTrie.class);
+            final byte[] gzipPayload = gzip("binary-content-with-max-expanded-index");
+
+            try (@SuppressWarnings("rawtypes")
+            MockedStatic<FrequencyTrie> mockedStatic = mockStatic(FrequencyTrie.class)) {
+                mockedStatic.when(() -> FrequencyTrie.readFrom(any(DataInputStream.class), any(),
+                        any(FrequencyTrie.ValueStreamCodec.class), anyInt())).thenReturn(expectedTrie);
+
+                final FrequencyTrie<String> actualTrie = StemmerPatchTrieBinaryIO
+                        .read(new ByteArrayInputStream(gzipPayload), 17);
+
+                assertSame(expectedTrie, actualTrie,
+                        "read(InputStream, int) must return the trie produced by FrequencyTrie.readFrom(...).");
+
+                mockedStatic.verify(() -> FrequencyTrie.readFrom(any(DataInputStream.class), any(),
+                        any(FrequencyTrie.ValueStreamCodec.class), eq(17)));
+            }
+        }
+
+        /**
+         * Verifies that path overload with dense span override delegates to the
+         * same method overload with the override parameter.
+         */
+        @SuppressWarnings("unchecked")
+        @Test
+        @DisplayName("Should delegate path read with dense span override")
+        void shouldDelegatePathReadWithDenseSpanOverride() throws IOException {
+            final FrequencyTrie<String> expectedTrie = mock(FrequencyTrie.class);
+            final Path sourceFile = temporaryDirectory.resolve("input-max-expanded.bin.gz");
+            Files.write(sourceFile, gzip("path-based-max-expanded-index"));
+
+            try (@SuppressWarnings("rawtypes")
+            MockedStatic<FrequencyTrie> mockedStatic = mockStatic(FrequencyTrie.class)) {
+                mockedStatic.when(() -> FrequencyTrie.readFrom(any(DataInputStream.class), any(),
+                        any(FrequencyTrie.ValueStreamCodec.class), anyInt())).thenReturn(expectedTrie);
+
+                final FrequencyTrie<String> actualTrie = StemmerPatchTrieBinaryIO.read(sourceFile, 0);
+
+                assertSame(expectedTrie, actualTrie,
+                        "read(Path, int) must return the trie produced by FrequencyTrie.readFrom(...).");
+
+                mockedStatic.verify(() -> FrequencyTrie.readFrom(any(DataInputStream.class), any(),
+                        any(FrequencyTrie.ValueStreamCodec.class), eq(0)));
+            }
+        }
+
+        /**
+         * Verifies that string path overload with dense span override delegates to the
+         * same method overload with the override parameter.
+         */
+        @SuppressWarnings("unchecked")
+        @Test
+        @DisplayName("Should delegate file name read with dense span override")
+        void shouldDelegateStringReadWithDenseSpanOverride() throws IOException {
+            final FrequencyTrie<String> expectedTrie = mock(FrequencyTrie.class);
+            final Path sourceFile = temporaryDirectory.resolve("input-string-max-expanded.bin.gz");
+            Files.write(sourceFile, gzip("string-based-max-expanded-index"));
+
+            try (@SuppressWarnings("rawtypes")
+            MockedStatic<FrequencyTrie> mockedStatic = mockStatic(FrequencyTrie.class)) {
+                mockedStatic.when(() -> FrequencyTrie.readFrom(any(DataInputStream.class), any(),
+                        any(FrequencyTrie.ValueStreamCodec.class), anyInt())).thenReturn(expectedTrie);
+
+                final FrequencyTrie<String> actualTrie = StemmerPatchTrieBinaryIO.read(sourceFile.toString(), 32);
+
+                assertSame(expectedTrie, actualTrie,
+                        "read(String, int) must return the trie produced by FrequencyTrie.readFrom(...).");
+
+                mockedStatic.verify(() -> FrequencyTrie.readFrom(any(DataInputStream.class), any(),
+                        any(FrequencyTrie.ValueStreamCodec.class), eq(32)));
+            }
+        }
+
+        /**
+         * Verifies that metadata-only read parses and returns the persisted metadata.
+         */
+        @Test
+        @DisplayName("Should read metadata from gzip payload")
+        void shouldReadMetadataFromGzipPayload() throws IOException {
+            final FrequencyTrie.Builder<String> builder = new FrequencyTrie.Builder<String>(String[]::new,
+                    ReductionSettings.withDefaults(ReductionMode.MERGE_SUBTREES_WITH_EQUIVALENT_RANKED_GET_ALL_RESULTS));
+            builder.put("run", PatchCommandEncoder.builder().build().encode("running", "run"));
+            final FrequencyTrie<String> trie = builder.build();
+
+            final ByteArrayOutputStream outputStream = new ByteArrayOutputStream();
+            StemmerPatchTrieBinaryIO.write(trie, outputStream);
+
+            final TrieMetadata metadata = StemmerPatchTrieBinaryIO.readMetadata(new ByteArrayInputStream(outputStream.toByteArray()));
+
+            assertEquals(trie.metadata(), metadata,
+                    "readMetadata(InputStream) must return the same metadata persisted by write().");
+        }
+
+        /**
+         * Verifies that metadata can be read from a binary file path.
+         */
+        @Test
+        @DisplayName("Should read metadata from file path")
+        void shouldReadMetadataFromPath() throws IOException {
+            final FrequencyTrie.Builder<String> builder = new FrequencyTrie.Builder<String>(String[]::new,
+                    ReductionSettings.withDefaults(ReductionMode.MERGE_SUBTREES_WITH_EQUIVALENT_RANKED_GET_ALL_RESULTS));
+            builder.put("city", PatchCommandEncoder.builder().build().encode("cities", "city"));
+            final FrequencyTrie<String> trie = builder.build();
+
+            final Path sourceFile = temporaryDirectory.resolve("metadata-path.bin.gz");
+            StemmerPatchTrieBinaryIO.write(trie, sourceFile);
+
+            final TrieMetadata metadata = StemmerPatchTrieBinaryIO.readMetadata(sourceFile);
+            assertEquals(trie.metadata(), metadata);
+        }
+
+        /**
+         * Verifies that metadata can be read from a binary file name.
+         */
+        @Test
+        @DisplayName("Should read metadata from file name")
+        void shouldReadMetadataFromStringPath() throws IOException {
+            final FrequencyTrie.Builder<String> builder = new FrequencyTrie.Builder<String>(String[]::new,
+                    ReductionSettings.withDefaults(ReductionMode.MERGE_SUBTREES_WITH_EQUIVALENT_RANKED_GET_ALL_RESULTS));
+            builder.put("city", PatchCommandEncoder.builder().build().encode("cities", "city"));
+            final FrequencyTrie<String> trie = builder.build();
+
+            final Path sourceFile = temporaryDirectory.resolve("metadata-string.bin.gz");
+            StemmerPatchTrieBinaryIO.write(trie, sourceFile);
+
+            final TrieMetadata metadata = StemmerPatchTrieBinaryIO.readMetadata(sourceFile.toString());
+            assertEquals(trie.metadata(), metadata);
+        }
+
         /**
          * Verifies that malformed non-GZip input is reported as an I/O failure.
          */
@@ -482,6 +641,10 @@ class StemmerPatchTrieBinaryIOTest {
     /**
      * Output stream that records whether it has been closed.
      */
+    @Tag("unit")
+    @Tag("io")
+    @Tag("trie")
+    @Tag("persistence")
     private static final class TrackingOutputStream extends ByteArrayOutputStream {
 
         /**
@@ -508,6 +671,10 @@ class StemmerPatchTrieBinaryIOTest {
     /**
      * Input stream that records whether it has been closed.
      */
+    @Tag("unit")
+    @Tag("io")
+    @Tag("trie")
+    @Tag("persistence")
     private static final class TrackingInputStream extends ByteArrayInputStream {
 
         /**

src/test/java/org/egothor/stemmer/StemmerPatchTrieLoaderTest.java

@@ -85,9 +85,12 @@ import org.junit.jupiter.params.provider.MethodSource;
  * <li>the current bundled language set, including right-to-left metadata</li>
  * </ul>
  */
-@Tag("unit")
 @Tag("integration")
 @Tag("stemmer")
+@Tag("io")
+@Tag("parser")
+@Tag("trie")
+@Tag("persistence")
 @TestInstance(TestInstance.Lifecycle.PER_CLASS)
 final class StemmerPatchTrieLoaderTest {
 
@@ -210,36 +213,43 @@ final class StemmerPatchTrieLoaderTest {
                 Arguments.of("14-load-binary-string",
                         (ExecutableOperation) () -> StemmerPatchTrieLoader.loadBinary((String) null),
                         StemmerPatchTrieLoader.FILENAME_REQUIRED),
-                Arguments.of("15-load-binary-stream",
+                Arguments.of("15-load-binary-path-override",
+                        (ExecutableOperation) () -> StemmerPatchTrieLoader.loadBinary((Path) null, FrequencyTrie.DEFAULT_MAX_EXPANDED_INDEX),
+                        "path"),
+                Arguments.of("16-load-binary-string-override",
+                        (ExecutableOperation) () -> StemmerPatchTrieLoader.loadBinary((String) null,
+                                FrequencyTrie.DEFAULT_MAX_EXPANDED_INDEX),
+                        StemmerPatchTrieLoader.FILENAME_REQUIRED),
+                Arguments.of("17-load-binary-stream",
                         (ExecutableOperation) () -> StemmerPatchTrieLoader.loadBinary((InputStream) null),
                         "inputStream"),
-                Arguments.of("16-save-binary-null-trie-path",
+                Arguments.of("18-save-binary-null-trie-path",
                         (ExecutableOperation) () -> StemmerPatchTrieLoader.saveBinary(null, tempPath()), "trie"),
-                Arguments.of("17-save-binary-null-path",
+                Arguments.of("19-save-binary-null-path",
                         (ExecutableOperation) () -> StemmerPatchTrieLoader.saveBinary(trie, (Path) null), "path"),
-                Arguments.of("18-save-binary-null-trie-string",
+                Arguments.of("20-save-binary-null-trie-string",
                         (ExecutableOperation) () -> StemmerPatchTrieLoader.saveBinary(null, tempPath().toString()),
                         "trie"),
-                Arguments.of("19-save-binary-null-string",
+                Arguments.of("21-save-binary-null-string",
                         (ExecutableOperation) () -> StemmerPatchTrieLoader.saveBinary(trie, (String) null),
                         StemmerPatchTrieLoader.FILENAME_REQUIRED),
-                Arguments.of("20-load-language-null-metadata",
+                Arguments.of("22-load-language-null-metadata",
                         (ExecutableOperation) () -> StemmerPatchTrieLoader.load(StemmerPatchTrieLoader.Language.US_UK,
                                 true, (TrieMetadata) null),
                         "metadata"),
-                Arguments.of("21-load-path-null-metadata",
+                Arguments.of("23-load-path-null-metadata",
                         (ExecutableOperation) () -> StemmerPatchTrieLoader.load(tempPath(), true, (TrieMetadata) null),
                         "metadata"),
-                Arguments.of("22-load-string-null-metadata",
+                Arguments.of("24-load-string-null-metadata",
                         (ExecutableOperation) () -> StemmerPatchTrieLoader.load(tempPath().toString(), true,
                                 (TrieMetadata) null),
                         "metadata"),
-                Arguments.of("23-load-binary-metadata-path-null",
+                Arguments.of("25-load-binary-metadata-path-null",
                         (ExecutableOperation) () -> StemmerPatchTrieLoader.loadBinaryMetadata((Path) null), "path"),
-                Arguments.of("24-load-binary-metadata-string-null",
+                Arguments.of("26-load-binary-metadata-string-null",
                         (ExecutableOperation) () -> StemmerPatchTrieLoader.loadBinaryMetadata((String) null),
                         StemmerPatchTrieLoader.FILENAME_REQUIRED),
-                Arguments.of("25-load-binary-metadata-stream-null",
+                Arguments.of("27-load-binary-metadata-stream-null",
                         (ExecutableOperation) () -> StemmerPatchTrieLoader.loadBinaryMetadata((InputStream) null),
                         "inputStream"));
     }
@@ -258,6 +268,9 @@ final class StemmerPatchTrieLoaderTest {
      */
     @Nested
     @DisplayName("API contracts")
+    @Tag("validation")
+    @Tag("integration")
+    @Tag("trie")
     final class ApiContractTests {
 
         /**
@@ -306,11 +319,83 @@ final class StemmerPatchTrieLoaderTest {
         }
     }
 
+    /**
+     * Focused internal loader behavior tests.
+     */
+    @Nested
+    @DisplayName("Internal helper behavior")
+    @Tag("construction")
+    @Tag("integration")
+    @Tag("trie")
+    final class InternalLoaderBehaviorTests {
+
+        /**
+         * Verifies that bundled language loading follows explicit
+         * right-to-left metadata mapping.
+         */
+        @Test
+        @DisplayName("bundled language loading must infer traversal direction from language metadata")
+        void shouldLoadBundledLanguagesUsingLanguageRightToLeftMetadata() throws IOException {
+            final ReductionSettings settings = ReductionSettings.withDefaults(DEFAULT_REDUCTION_MODE);
+            final FrequencyTrie<String> leftToRightDictionary = StemmerPatchTrieLoader.load(
+                    StemmerPatchTrieLoader.Language.US_UK, true, settings);
+            final FrequencyTrie<String> rightToLeftDictionary = StemmerPatchTrieLoader.load(
+                    StemmerPatchTrieLoader.Language.FA_IR, true, settings);
+
+            assertEquals(WordTraversalDirection.BACKWARD, leftToRightDictionary.traversalDirection(),
+                    "Left-to-right languages should use backward traversal.");
+            assertEquals(WordTraversalDirection.FORWARD, rightToLeftDictionary.traversalDirection(),
+                    "Right-to-left languages should use forward traversal.");
+        }
+
+        /**
+         * Verifies the mode-based and settings-based bundled load overloads remain
+         * semantically consistent for traversal direction.
+         */
+        @Test
+        @DisplayName("load(Language,.., ReductionMode) and load(Language,.., ReductionSettings) should agree on traversal direction")
+        void shouldKeepBundledTraversalDirectionConsistentAcrossOverloads() throws IOException {
+            final FrequencyTrie<String> byMode = StemmerPatchTrieLoader.load(
+                    StemmerPatchTrieLoader.Language.US_UK, true, DEFAULT_REDUCTION_MODE);
+            final FrequencyTrie<String> bySettings = StemmerPatchTrieLoader.load(
+                    StemmerPatchTrieLoader.Language.US_UK, true,
+                    ReductionSettings.withDefaults(DEFAULT_REDUCTION_MODE));
+
+            assertEquals(byMode.traversalDirection(), bySettings.traversalDirection());
+            assertEquals(byMode.metadata().reductionSettings().reductionMode(),
+                    bySettings.metadata().reductionSettings().reductionMode());
+        }
+
+        /**
+         * Verifies bundled resource access succeeds for known resources and fails
+         * for unknown resources.
+         */
+        @Test
+        @DisplayName("openBundledResource should return readable streams for known resources and fail for unknown ones")
+        void shouldOpenBundledResourcesSuccessfullyAndRejectUnknowns() throws IOException {
+            final String resourcePath = StemmerPatchTrieLoader.Language.US_UK.resourcePath();
+            try (InputStream inputStream = StemmerPatchTrieLoader.openBundledResource(resourcePath);
+                    BufferedReader reader = new BufferedReader(new InputStreamReader(inputStream, StandardCharsets.UTF_8))) {
+                assertNotNull(reader.readLine(), "Known bundled resource must expose readable content.");
+            }
+
+            final String missingResource = "org/egothor/stemmer/missing-dictionary.dict.gz";
+            final IOException exception = assertThrows(IOException.class,
+                    () -> StemmerPatchTrieLoader.openBundledResource(missingResource));
+
+            assertEquals("Stemmer resource not found: " + missingResource, exception.getMessage());
+        }
+    }
+
     /**
      * Focused filesystem and parser behavior tests.
      */
     @Nested
     @DisplayName("Filesystem and parser behavior")
+    @Tag("io")
+    @Tag("construction")
+    @Tag("integration")
+    @Tag("trie")
     final class FilesystemAndParserTests {
 
         /**
@@ -512,6 +597,44 @@ final class StemmerPatchTrieLoaderTest {
             }
         }
 
+        /**
+         * Verifies that binary load overloads with an explicit dense lookup span
+         * preserve trie semantics while honoring the dense-layout override.
+         */
+        @Test
+        @DisplayName("Binary dense-span override overloads should load equivalent tries")
+        void shouldLoadBinaryWithDenseSpanOverrideOverloads() throws IOException {
+            final Path dictionaryFile = writeDictionary("""
+                    run	running	runs	runner
+                    city	cities
+                    study	studies	studying
+                    """);
+            final Path binaryFile = tempDir.resolve("stemmer-trie-overrides.bin.gz");
+
+            final FrequencyTrie<String> original = StemmerPatchTrieLoader.load(dictionaryFile, true,
+                    DEFAULT_REDUCTION_MODE);
+
+            StemmerPatchTrieLoader.saveBinary(original, binaryFile);
+
+            final FrequencyTrie<String> fromPathDefault = StemmerPatchTrieLoader.loadBinary(binaryFile);
+            final FrequencyTrie<String> fromPathDefaultByNegative = StemmerPatchTrieLoader.loadBinary(binaryFile,
+                    FrequencyTrie.DEFAULT_MAX_EXPANDED_INDEX);
+            final FrequencyTrie<String> fromPathNoDense = StemmerPatchTrieLoader.loadBinary(binaryFile, 0);
+            final FrequencyTrie<String> fromStringNoDense = StemmerPatchTrieLoader.loadBinary(binaryFile.toString(), 0);
+
+            assertTriePatchSemanticsEqual(original, fromPathDefault, "run", "running", "runner", "cities", "studying");
+            assertTriePatchSemanticsEqual(original, fromPathDefaultByNegative, "run", "running", "runner", "cities",
+                    "studying");
+            assertTriePatchSemanticsEqual(original, fromPathNoDense, "run", "running", "runner", "cities", "studying");
+            assertTriePatchSemanticsEqual(original, fromStringNoDense, "run", "running", "runner", "cities",
+                    "studying");
+
+            assertFalse(fromPathNoDense.root().hasDenseLookup(),
+                    "Zero span should disable dense lookup on the loaded root.");
+            assertFalse(fromStringNoDense.root().hasDenseLookup(),
+                    "Zero span should disable dense lookup on the loaded root.");
+        }
+
         /**
          * Writes a dictionary file into the temporary directory.
          *
@@ -530,7 +653,11 @@ final class StemmerPatchTrieLoaderTest {
      * Bundled dictionary integration tests.
      */
     @Nested
+    @Tag("slow")
     @DisplayName("Bundled dictionaries")
+    @Tag("compat")
+    @Tag("trie")
+    @Tag("regression")
     final class BundledDictionaryTests {
 
         /**

src/test/java/org/egothor/stemmer/StemmerPatchTrieProperties.java

@@ -44,7 +44,7 @@ import java.util.Set;
 import net.jqwik.api.ForAll;
 import net.jqwik.api.Label;
 import net.jqwik.api.Property;
-import net.jqwik.api.Tag;
+import org.junit.jupiter.api.Tag;
 
 /**
  * Property-based tests for patch-command stemmer tries.
@@ -56,9 +56,8 @@ import net.jqwik.api.Tag;
  * persistence must not alter that behavior.
  */
 @Label("Stemmer patch trie properties")
-@Tag("unit")
 @Tag("property")
-@Tag("stemming")
+@Tag("stemmer")
 class StemmerPatchTrieProperties extends PropertyBasedTestSupport {
 
     /**

src/test/java/org/egothor/stemmer/TrieMetadataTest.java

@@ -40,6 +40,9 @@ import org.junit.jupiter.api.Tag;
 import org.junit.jupiter.api.Test;
 
 @Tag("unit")
+@Tag("metadata")
+@Tag("trie")
+@Tag("validation")
 @DisplayName("TrieMetadata")
 class TrieMetadataTest {
 

src/test/java/org/egothor/stemmer/WordTraversalDirectionTest.java

@@ -40,6 +40,9 @@ import org.junit.jupiter.api.Tag;
 import org.junit.jupiter.api.Test;
 
 @Tag("unit")
+@Tag("core")
+@Tag("stemmer")
+@Tag("validation")
 @DisplayName("WordTraversalDirection")
 class WordTraversalDirectionTest {
 

src/test/java/org/egothor/stemmer/trie/ChildDescriptorTest.java

@@ -45,7 +45,8 @@ import org.junit.jupiter.api.Test;
  * Unit tests for {@link ChildDescriptor}.
  */
 @Tag("unit")
-@Tag("fast")
+@Tag("trie")
+@Tag("reduction")
 @DisplayName("ChildDescriptor")
 class ChildDescriptorTest {
 

src/test/java/org/egothor/stemmer/trie/CompiledNodeAndNodeDataTest.java

@@ -31,8 +31,10 @@
 package org.egothor.stemmer.trie;
 
 import static org.junit.jupiter.api.Assertions.assertEquals;
+import static org.junit.jupiter.api.Assertions.assertFalse;
 import static org.junit.jupiter.api.Assertions.assertSame;
 import static org.junit.jupiter.api.Assertions.assertThrows;
+import static org.junit.jupiter.api.Assertions.assertTrue;
 
 import org.junit.jupiter.api.DisplayName;
 import org.junit.jupiter.api.Tag;
@@ -43,11 +45,40 @@ import org.junit.jupiter.api.Test;
  * documented backing-array exposure.
  */
 @Tag("unit")
-@Tag("fast")
 @Tag("trie")
+@Tag("lookup")
 @DisplayName("CompiledNode and NodeData")
 class CompiledNodeAndNodeDataTest {
 
+    /**
+     * Creates a typed child array for compiled-node tests.
+     *
+     * @param length requested array length
+     * @return typed child array
+     */
+    @SuppressWarnings("unchecked")
+    private static CompiledNode<String>[] children(final int length) {
+        return new CompiledNode[length];
+    }
+
+    /**
+     * Creates an empty child array for leaf compiled-node tests.
+     *
+     * @return empty typed child array
+     */
+    private static CompiledNode<String>[] noChildren() {
+        return children(0);
+    }
+
+    /**
+     * Creates a leaf node used as a child in lookup tests.
+     *
+     * @return leaf node
+     */
+    private static CompiledNode<String> leaf() {
+        return new CompiledNode<>(new char[0], noChildren(), new String[0], new int[0]);
+    }
+
     /**
      * Verifies that {@link NodeData} rejects mismatched edge-related array lengths.
      */
@@ -98,8 +129,7 @@ class CompiledNodeAndNodeDataTest {
     @Test
     @DisplayName("CompiledNode rejects mismatched edge and child arrays")
     void compiledNodeShouldRejectMismatchedEdgeAndChildArrays() {
-        @SuppressWarnings("unchecked")
+        final CompiledNode<String>[] children = noChildren();
-        final CompiledNode<String>[] children = new CompiledNode[0];
 
         final IllegalArgumentException exception = assertThrows(IllegalArgumentException.class,
                 () -> new CompiledNode<String>(new char[] { 'a' }, children, new String[0], new int[0]));
@@ -113,8 +143,7 @@ class CompiledNodeAndNodeDataTest {
     @Test
     @DisplayName("CompiledNode rejects mismatched value arrays")
     void compiledNodeShouldRejectMismatchedValueArrays() {
-        @SuppressWarnings("unchecked")
+        final CompiledNode<String>[] children = noChildren();
-        final CompiledNode<String>[] children = new CompiledNode[0];
 
         final IllegalArgumentException exception = assertThrows(IllegalArgumentException.class,
                 () -> new CompiledNode<String>(new char[0], children, new String[] { "stem" }, new int[0]));
@@ -130,8 +159,7 @@ class CompiledNodeAndNodeDataTest {
     @DisplayName("CompiledNode accessors expose documented backing arrays")
     void compiledNodeAccessorsShouldExposeDocumentedBackingArrays() {
         final char[] edgeLabels = new char[] { 'a' };
-        @SuppressWarnings("unchecked")
+        final CompiledNode<String>[] children = children(1);
-        final CompiledNode<String>[] children = new CompiledNode[1];
         final String[] orderedValues = new String[] { "stem" };
         final int[] orderedCounts = new int[] { 5 };
         final CompiledNode<String> node = new CompiledNode<>(edgeLabels, children, orderedValues, orderedCounts);
@@ -141,4 +169,130 @@ class CompiledNodeAndNodeDataTest {
         assertSame(orderedValues, node.orderedValues());
         assertSame(orderedCounts, node.orderedCounts());
     }
+
+    /**
+     * Verifies that dense lookup is used when the interval is compact.
+     */
+    @Test
+    @DisplayName("CompiledNode can resolve child via dense lookup table")
+    void compiledNodeUsesDenseLookupForCompactIntervals() {
+        final CompiledNode<String>[] children = children(4);
+        children[0] = leaf();
+        children[1] = leaf();
+        children[2] = leaf();
+        children[3] = leaf();
+
+        final CompiledNode<String> node = new CompiledNode<>(new char[] { 'a', 'b', 'c', 'd' }, children,
+                new String[] { "1", "2", "3", "4" }, new int[] { 1, 1, 1, 1 });
+
+        assertTrue(node.hasDenseLookup());
+
+        assertSame(children[0], node.findChild('a'));
+        assertSame(children[3], node.findChild('d'));
+        assertSame(null, node.findChild('z'));
+    }
+
+    /**
+     * Verifies that fallback linear scan is used for small node degree.
+     */
+    @Test
+    @DisplayName("CompiledNode resolves child by linear scan for small degree")
+    void compiledNodeUsesLinearScanForSmallDegree() {
+        final CompiledNode<String>[] children = children(4);
+        final CompiledNode<String> childA = leaf();
+        final CompiledNode<String> childB = leaf();
+        final CompiledNode<String> childC = leaf();
+        final CompiledNode<String> childD = leaf();
+        children[0] = childA;
+        children[1] = childB;
+        children[2] = childC;
+        children[3] = childD;
+
+        final CompiledNode<String> node = new CompiledNode<>(new char[] { 'a', 'z', '中', '你' }, children,
+                new String[] { "1", "2", "3", "4" }, 0, new int[] { 1, 1, 1, 1 });
+
+        assertFalse(node.hasDenseLookup());
+
+        assertSame(childA, node.findChild('a'));
+        assertSame(childD, node.findChild('你'));
+        assertSame(null, node.findChild('b'));
+    }
+
+    /**
+     * Verifies that fallback binary search is used for larger node degree without
+     * dense lookup.
+     */
+    @Test
+    @DisplayName("CompiledNode resolves child by binary search for large degree")
+    void compiledNodeUsesBinarySearchForLargeDegree() {
+        final CompiledNode<String>[] children = children(5);
+        final CompiledNode<String> childA = leaf();
+        final CompiledNode<String> childB = leaf();
+        final CompiledNode<String> childC = leaf();
+        final CompiledNode<String> childD = leaf();
+        final CompiledNode<String> childE = leaf();
+        children[0] = childA;
+        children[1] = childB;
+        children[2] = childC;
+        children[3] = childD;
+        children[4] = childE;
+
+        final CompiledNode<String> node = new CompiledNode<>(new char[] { 'a', 'c', 'k', 't', 'z' }, children,
+                new String[] { "1", "2", "3", "4", "5" }, 0, new int[] { 1, 1, 1, 1, 1 });
+
+        assertFalse(node.hasDenseLookup());
+
+        assertSame(childC, node.findChild('k'));
+        assertSame(childE, node.findChild('z'));
+        assertSame(null, node.findChild('x'));
+    }
+
+    /**
+     * Verifies the basic node-state helpers that are used by diagnostics and
+     * behavioral checks.
+     */
+    @Test
+    @DisplayName("CompiledNode reports leaf, value and edge presence state")
+    void compiledNodeReportsNodeStateHelpers() {
+        final CompiledNode<String>[] childless = noChildren();
+        final CompiledNode<String> leaf = new CompiledNode<>(new char[0], childless, new String[0], new int[0]);
+
+        assertTrue(leaf.isLeaf());
+        assertFalse(leaf.hasChildren());
+        assertFalse(leaf.hasValues());
+        assertFalse(leaf.hasEdge('a'));
+
+        final CompiledNode<String>[] child = children(1);
+        final String[] orderedValues = new String[] { "leaf" };
+        final int[] orderedCounts = new int[] { 1 };
+        child[0] = new CompiledNode<>(new char[0], noChildren(), orderedValues, orderedCounts);
+        final CompiledNode<String> node = new CompiledNode<>(new char[] { 'a' }, child, orderedValues, orderedCounts);
+
+        assertFalse(node.isLeaf());
+        assertTrue(node.hasChildren());
+        assertTrue(node.hasValues());
+        assertTrue(node.valueCount() > 0);
+        assertTrue(node.hasEdge('a'));
+        assertFalse(node.hasEdge('b'));
+    }
+
+    /**
+     * Verifies structural equality and hash-code behavior for compiled nodes.
+     */
+    @Test
+    @DisplayName("CompiledNode equals and hashCode align for identical structure")
+    void compiledNodeEqualsAndHashCodeAlignForIdenticalStructure() {
+        final CompiledNode<String>[] child = children(1);
+        final CompiledNode<String> leaf = new CompiledNode<>(new char[0], noChildren(), new String[] { "v" },
+                new int[] { 1 });
+        child[0] = leaf;
+
+        final CompiledNode<String> first = new CompiledNode<>(new char[] { 'a' }, child, new String[] { "x" },
+                new int[] { 2 });
+        final CompiledNode<String> second = new CompiledNode<>(new char[] { 'a' }, child, new String[] { "x" },
+                new int[] { 2 });
+
+        assertEquals(first, second);
+        assertEquals(first.hashCode(), second.hashCode());
+    }
 }

src/test/java/org/egothor/stemmer/trie/DominantLocalDescriptorTest.java

@@ -41,7 +41,8 @@ import org.junit.jupiter.api.Test;
  * Unit tests for {@link DominantLocalDescriptor}.
  */
 @Tag("unit")
-@Tag("fast")
+@Tag("trie")
+@Tag("reduction")
 @DisplayName("DominantLocalDescriptor")
 class DominantLocalDescriptorTest {
 

src/test/java/org/egothor/stemmer/trie/LocalValueSummaryTest.java

@@ -50,7 +50,8 @@ import org.junit.jupiter.api.Test;
  * Unit tests for {@link LocalValueSummary}.
  */
 @Tag("unit")
-@Tag("fast")
+@Tag("trie")
+@Tag("reduction")
 @DisplayName("LocalValueSummary")
 class LocalValueSummaryTest {
 
@@ -190,6 +191,9 @@ class LocalValueSummaryTest {
     /**
      * Test helper with identical textual form but distinct identity.
      */
+    @Tag("unit")
+    @Tag("trie")
+    @Tag("reduction")
     private static final class TextTwin {
 
         /**

src/test/java/org/egothor/stemmer/trie/MutableNodeTest.java

@@ -44,7 +44,8 @@ import org.junit.jupiter.api.Test;
  * Unit tests for {@link MutableNode}.
  */
 @Tag("unit")
-@Tag("fast")
+@Tag("trie")
+@Tag("construction")
 @DisplayName("MutableNode")
 class MutableNodeTest {
 

src/test/java/org/egothor/stemmer/trie/RankedLocalDescriptorTest.java

@@ -41,7 +41,8 @@ import org.junit.jupiter.api.Test;
  * Unit tests for {@link RankedLocalDescriptor}.
  */
 @Tag("unit")
-@Tag("fast")
+@Tag("trie")
+@Tag("reduction")
 @DisplayName("RankedLocalDescriptor")
 class RankedLocalDescriptorTest {
 

src/test/java/org/egothor/stemmer/trie/ReducedNodeTest.java

@@ -48,7 +48,8 @@ import org.junit.jupiter.api.Test;
  * Unit tests for {@link ReducedNode}.
  */
 @Tag("unit")
-@Tag("fast")
+@Tag("trie")
+@Tag("reduction")
 @DisplayName("ReducedNode")
 class ReducedNodeTest {
 

src/test/java/org/egothor/stemmer/trie/ReductionContextTest.java

@@ -47,7 +47,8 @@ import org.junit.jupiter.api.Test;
  * Unit tests for {@link ReductionContext}.
  */
 @Tag("unit")
-@Tag("fast")
+@Tag("trie")
+@Tag("reduction")
 @DisplayName("ReductionContext")
 class ReductionContextTest {
 

src/test/java/org/egothor/stemmer/trie/ReductionSignatureTest.java

@@ -46,7 +46,8 @@ import org.junit.jupiter.api.Test;
  * Unit tests for {@link ReductionSignature}.
  */
 @Tag("unit")
-@Tag("fast")
+@Tag("trie")
+@Tag("reduction")
 @DisplayName("ReductionSignature")
 class ReductionSignatureTest {
 

src/test/java/org/egothor/stemmer/trie/UnorderedLocalDescriptorTest.java

@@ -41,7 +41,8 @@ import org.junit.jupiter.api.Test;
  * Unit tests for {@link UnorderedLocalDescriptor}.
  */
 @Tag("unit")
-@Tag("fast")
+@Tag("trie")
+@Tag("reduction")
 @DisplayName("UnorderedLocalDescriptor")
 class UnorderedLocalDescriptorTest {