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@mehdic mehdic commented Jan 28, 2026

Summary

This PR integrates LLKB (Lessons Learned Knowledge Base) commands from the separate @artk/llkb package into the main @artk/cli package as subcommands under artk llkb. This simplifies the user experience by consolidating all ARTK operations under a single CLI entry point.

Key Changes

  • CLI Command Structure: Migrated all LLKB operations from npx artk-llkb <command> to artk llkb <command> format

    • export - Export LLKB for AutoGen consumption
    • health - Check LLKB health status
    • stats - Show LLKB statistics
    • prune - Clean old data from LLKB
    • learn - Record learning events
    • check-updates - Check which tests need LLKB updates
    • update-test - Update a single test file
    • update-tests - Batch update multiple test files
    • init - Initialize LLKB directory structure
  • New Command Files: Created modular command implementations in packages/cli/src/commands/llkb/:

    • index.ts - Main LLKB command group registration
    • init.ts, export.ts, health.ts, stats.ts, prune.ts, learn.ts, check-updates.ts, update-test.ts, update-tests.ts
  • Package Configuration:

    • Added @artk/core as optional peer dependency in @artk/cli
    • Updated tsup.config.ts to mark @artk/core and @artk/core/llkb as external
  • Path Updates: Fixed LLKB directory paths to use artk-e2e/.artk/llkb instead of just .artk/llkb in:

    • cli/src/utils/install-logger.ts
    • cli/src/utils/lock-manager.ts
  • Documentation: Updated all references in:

    • CLAUDE.md - Updated all command examples and documentation
    • packages/cli/README.md - Updated LLKB command documentation
    • prompts/artk.discover-foundation.md - Updated paths and command references

Implementation Details

  • LLKB commands are now imported from @artk/core/llkb and wrapped with CLI-specific formatting and error handling
  • Each command is a separate module for maintainability and clarity
  • Commands support consistent options like --llkb-root, --dry-run, and proper exit codes
  • The command group is registered in the main CLI program in packages/cli/src/cli.ts
  • All user-facing documentation has been updated to reflect the new command structure

https://claude.ai/code/session_01S4kkHrrqvkL6ctpHdRYL3Z

claude added 12 commits January 27, 2026 16:24
Implements Phase 0.5 of AutoGen empty stubs plan:
- artk llkb init - Initialize LLKB directory structure
- artk llkb export - Export LLKB for AutoGen
- artk llkb health - Check LLKB health
- artk llkb stats - Show statistics
- artk llkb prune - Clean old data
- artk llkb learn - Record learning events
- artk llkb check-updates - Check for outdated tests
- artk llkb update-test - Update single test
- artk llkb update-tests - Batch update tests

Consolidates LLKB CLI into main @artk/cli package instead of
separate artk-llkb package that doesn't exist.

https://claude.ai/code/session_01S4kkHrrqvkL6ctpHdRYL3Z
Updates journey-implement, journey-verify, and discover-foundation
prompts to correctly resolve LLKB paths:
- Adds harness root detection at prompt start
- Changes .artk/llkb/ to ${HARNESS_ROOT}/.artk/llkb/ or ${LLKB_ROOT}
- Adds artk llkb init call to discover-foundation Step F11.9
- Fixes npx artk-llkb to artk llkb

Fixes the "NOT INITIALIZED" error when LLKB exists at
artk-e2e/.artk/llkb/ but prompts looked at project root.

https://claude.ai/code/session_01S4kkHrrqvkL6ctpHdRYL3Z
Moves .artk/ from project root to artk-e2e/.artk/:
- Updates bootstrap.sh to create .artk inside artk-e2e/
- Updates bootstrap.ps1 to create .artk inside artk-e2e/
- Updates lock-manager.ts path resolution
- Updates install-logger.ts path resolution

This prevents having two .artk/ directories and fixes
LLKB path resolution issues where prompts couldn't find
LLKB at the expected location.

Directory structure after fix:
  artk-e2e/.artk/context.json
  artk-e2e/.artk/install.lock
  artk-e2e/.artk/install.log
  artk-e2e/.artk/llkb/

https://claude.ai/code/session_01S4kkHrrqvkL6ctpHdRYL3Z
Updates CLAUDE.md and packages/cli/README.md to reflect that LLKB CLI
is now integrated into the main @artk/cli package:
- npx artk-llkb export → artk llkb export
- npx artk-llkb health → artk llkb health
- npx artk-llkb learn → artk llkb learn
- npx artk-llkb stats → artk llkb stats
- npx artk-llkb prune → artk llkb prune
- npx artk-llkb check-updates → artk llkb check-updates
- npx artk-llkb update-test → artk llkb update-test
- npx artk-llkb update-tests → artk llkb update-tests

The separate artk-llkb package never existed; these commands
are now properly available as subcommands of the main CLI.
Implements Phase 0 of AutoGen empty stubs plan:
- Creates tsconfig for ESM, CJS, and legacy Node versions
- Adds variant detection module (src/variants/index.ts)
- Adds build scripts for all 4 variants
- Updates package.json with conditional exports
- Adds variant detection tests

Supports:
- modern-esm: Node 18+, ESM, Playwright 1.57.x
- modern-cjs: Node 18+, CJS, Playwright 1.57.x
- legacy-16: Node 16+, CJS, Playwright 1.49.x
- legacy-14: Node 14+, CJS, Playwright 1.33.x

https://claude.ai/code/session_01S4kkHrrqvkL6ctpHdRYL3Z
Implements Phase 1 of AutoGen empty stubs plan:
- Adds patternDistance.ts for finding nearest patterns
- Adds blockedStepAnalysis.ts for detailed step analysis
- Categorizes steps (navigation, interaction, assertion, wait)
- Generates AI-friendly suggestions for blocked steps
- Infers machine hints from step text
- Provides formatted output for CLI consumption

This enables AI-assisted fixing of blocked steps by providing
detailed feedback about why patterns didn't match and what
changes would fix them.

https://claude.ai/code/session_01S4kkHrrqvkL6ctpHdRYL3Z
Implements Phase 2 of AutoGen empty stubs plan:
- Adds journey/validator.ts for format checking
- Validates steps have machine hints (role=, testid=, etc.)
- Generates auto-fix suggestions for invalid steps
- Provides formatted output for CLI integration
- 90% of new journeys will be validated at creation time

Features:
- parseStepsFromContent: Extract steps from journey markdown
- validateJourneyFormat: Check AutoGen compatibility
- attemptAutoFix: Generate fixes for common issues
- applyAutoFixes: Apply fixes to journey content
Phase 3 of the AutoGen empty stubs implementation plan:

1. Telemetry module (telemetry.ts):
   - Record blocked steps for pattern gap analysis
   - Normalize and categorize step text
   - Analyze patterns to identify common gaps
   - Export telemetry stats and blocked step records

2. Patterns CLI (patterns.ts):
   - New `artk-autogen patterns` command
   - Subcommands: gaps, stats, list, export, clear
   - Analyze telemetry to suggest new patterns

3. Pattern versioning (patterns.ts):
   - Added PATTERN_VERSION constant (1.1.0)
   - Added PatternMetadata interface
   - Added helper functions: getAllPatternNames, getPatternCountByCategory, getPatternMetadata

4. Extended patterns (35+ new patterns):
   - extendedClickPatterns: Click on, Press Enter/Tab/Escape, double-click, right-click, submit
   - extendedFillPatterns: Type into, fill in, clear, set value
   - extendedAssertionPatterns: Verify showing, page should show, make sure, confirm, check exists, not visible, contains
   - extendedWaitPatterns: Wait for disappear/appear, wait until loaded, wait seconds, wait for network
   - extendedNavigationPatterns: Refresh, go back, go forward
   - extendedSelectPatterns: Select from dropdown, select option
   - hoverPatterns: Hover over, mouse over
   - focusPatterns: Focus on element

5. Generate.ts telemetry integration:
   - Record blocked steps during generation
   - Output blocked step analysis JSON file
   - Display analysis in CLI output

6. Tests: 50 new tests covering all Phase 3 components

https://claude.ai/code/session_01S4kkHrrqvkL6ctpHdRYL3Z
Phase 4 of the AutoGen empty stubs implementation plan:

1. LLKB Pattern Extension module (src/llkb/patternExtension.ts):
   - LearnedPattern interface for storing learned patterns
   - Pattern storage with JSON file persistence
   - recordPatternSuccess/recordPatternFailure for learning
   - matchLlkbPattern for matching against learned patterns
   - Wilson score confidence calculation
   - Pattern promotion detection (getPromotablePatterns)
   - Pattern pruning (low-confidence cleanup)
   - Export patterns to LLKB config format
   - Pattern statistics

2. LLKB Patterns CLI (src/cli/llkb-patterns.ts):
   - `artk-autogen llkb-patterns list` - List learned patterns
   - `artk-autogen llkb-patterns stats` - Show statistics
   - `artk-autogen llkb-patterns promote` - Display promotable patterns
   - `artk-autogen llkb-patterns export` - Export to config
   - `artk-autogen llkb-patterns prune` - Remove low-quality patterns
   - `artk-autogen llkb-patterns clear` - Clear all patterns

3. Tests: 33 new tests covering all Phase 4 components

This completes the LLKB learning loop, enabling AutoGen to:
- Learn from successful manual fixes
- Build confidence over time
- Promote high-confidence patterns to core
- Clean up low-quality patterns

https://claude.ai/code/session_01S4kkHrrqvkL6ctpHdRYL3Z
…tion

Comprehensive analysis identifying:
- Phase 4 LLKB not integrated into stepMapper (critical)
- Variant-aware code generation missing (critical)
- Overall score 7.4/10 with integration gaps
- Recommendations to maximize solution

https://claude.ai/code/session_01S4kkHrrqvkL6ctpHdRYL3Z
…eneration

Critical integration fixes from implementation review:

1. LLKB Integration (stepMapper.ts):
   - Add lazy loading of LLKB module with graceful degradation
   - Insert LLKB lookup after pattern matching but before hints
   - Track match source (pattern/llkb/hints/none) in results
   - Add initializeLlkb() and isLlkbAvailable() exports
   - Update getMappingStats() with LLKB statistics

2. Variant-Aware Code Generation (generateTest.ts):
   - Add VariantContext for compatibility checking
   - Detect variant automatically or accept targetVariant option
   - Pass variant info to template for future use
   - Add variantWarnings to GenerateTestResult
   - Infrastructure for _checkFeature (reserved for future primitives)

3. New IR Primitive Types:
   - reload, goBack, goForward (navigation)
   - waitForVisible, waitForHidden, waitForTimeout, waitForNetworkIdle
   - dblclick, rightClick (interactions)

4. Bug Fixes:
   - Rename normalizeStepText to normalizeStepTextForTelemetry (avoid export conflict)
   - Fix waitForTimeout pattern to use 'ms' instead of 'timeout'
   - Update test to use renamed function

All 1080 autogen tests pass.

https://claude.ai/code/session_01S4kkHrrqvkL6ctpHdRYL3Z
Build artifacts for LLKB integration and variant-aware generation.

https://claude.ai/code/session_01S4kkHrrqvkL6ctpHdRYL3Z
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OpenAI Code Review

API call failed (HTTP 400): Input tokens exceed the configured limit of 272000 tokens. Your messages resulted in 760977 tokens. Please reduce the length of the messages.

…limit

The OpenAI code review workflow was hitting the 272k token limit (760k tokens sent)
because compiled TypeScript output directories were included in the diff:
- dist/ (ESM)
- dist-cjs/ (CommonJS)
- dist-legacy-16/
- dist-legacy-14/

Each dist/index.js file is 5000+ lines. When all 4 variants change (after any
TypeScript source modification), the diff balloons to hundreds of thousands of
tokens, exceeding the API limit.

https://claude.ai/code/session_01CF4EEQiDVYkNGaz2UeCskQ
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Pull request overview

This PR consolidates LLKB (Lessons Learned Knowledge Base) commands from a separate package into the main @artk/cli package as subcommands under artk llkb. The changes unify all ARTK operations under a single CLI entry point and update all documentation and path references accordingly.

Changes:

  • Integrated 9 LLKB commands (init, export, health, stats, prune, learn, check-updates, update-test, update-tests) into @artk/cli
  • Updated LLKB directory paths from .artk/llkb to artk-e2e/.artk/llkb throughout bootstrap scripts and utility files
  • Updated all documentation (README, CLAUDE.md, prompts) to reflect new command structure (artk llkb instead of npx artk-llkb)

Reviewed changes

Copilot reviewed 50 out of 84 changed files in this pull request and generated 2 comments.

Show a summary per file
File Description
packages/cli/src/commands/llkb/*.ts New modular LLKB command implementations
packages/cli/src/cli.ts Registration of LLKB command group
packages/cli/package.json Added optional peer dependency on @artk/core
packages/cli/tsup.config.ts Marked @artk/core as external
cli/src/utils/*.ts Updated LLKB paths to artk-e2e/.artk/llkb
scripts/bootstrap.* Updated context.json and cache paths
packages/cli/README.md Updated LLKB command documentation
CLAUDE.md Updated all command examples
prompts/*.md Updated LLKB paths and command references
core/typescript/autogen/src/variants/* New variant detection system
core/typescript/autogen/src/llkb/* LLKB pattern extension implementation
core/typescript/autogen/src/mapping/* Telemetry, blocked step analysis
core/typescript/autogen/src/journey/validator.ts Journey format validation

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}

const elementName = quotedMatch[1];
let fixed = step;
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The initial value of fixed is unused, since it is always overwritten.

Copilot uses AI. Check for mistakes.

const elementName = quotedMatch[1];
let fixed = step;
let confidence = 0.7;
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The initial value of confidence is unused, since it is always overwritten.

Copilot uses AI. Check for mistakes.
Critical bug fixes for LLKB-stepMapper integration:

1. Learning loop now closed: recordPatternSuccess is called when LLKB
   patterns match and journeyId is provided, enabling confidence growth

2. Normalization mismatch fixed: patternExtension now uses glossary's
   normalizeStepText instead of telemetry's normalizer, ensuring patterns
   learned during recording match during lookup

3. Glossary normalizer updated: non-synonym words are now lowercased
   for consistent matching across LLKB patterns

4. Added comprehensive LLKB integration tests (10 new tests) covering:
   - LLKB pattern matching when core patterns don't match
   - Core pattern priority over LLKB patterns
   - useLlkb flag behavior
   - llkbMinConfidence threshold
   - Learning loop with/without journeyId

All 1090 tests pass.

https://claude.ai/code/session_01S4kkHrrqvkL6ctpHdRYL3Z
…-limit-error-zpnco

Bringing in LLKB integration fixes:
- Close LLKB learning loop (recordPatternSuccess now called)
- Fix normalization mismatch between LLKB and stepMapper
- Add comprehensive LLKB integration tests (10 new tests)
- All 1090 tests passing

https://claude.ai/code/session_01S4kkHrrqvkL6ctpHdRYL3Z
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OpenAI Code Review

Reviewed commit: f872f53

Summary

Category Count
🔴 Critical 3
🟡 Suggestions 7
✅ Good Practices 5

🔴 Critical Issues (MUST FIX)

  1. [core/typescript/autogen/src/llkb/patternExtension.ts:450] ESM require used in ESM module

    • Problem: clearLearnedPatterns uses require('node:fs') which will throw in ESM ("type": "module") contexts.
    • Fix: Import unlinkSync at top (import { unlinkSync } from 'node:fs') and call unlinkSync(filePath) directly.
  2. [core/typescript/autogen/src/cli/generate.ts:136] Blocked step parsing assigns reason and step text in reverse

    • Problem: Regex captures step/reason but code sets reason = match[1] and stepText = match[2], inverting typical "Step - Reason" format.
    • Fix: Swap assignments to stepText = match[1]; reason = match[2] ?? 'Unknown reason' (or update the regex/format consistently).
  3. [core/typescript/autogen/src/mapping/patternDistance.ts:130] Similarity threshold logic returns result even when below threshold

    • Problem: Function comments say "Only return if similarity > 0.5" but code falls through to return nearest even when the threshold isn't met.
    • Fix: Return null when similarity <= 0.5 (move final return inside the threshold branch or add an explicit return null).

🟡 Suggestions (SHOULD CONSIDER)

  1. [core/typescript/autogen/src/cli/generate.ts:166] Dry-run prevents JSON output even when explicitly requested

    • Current: Outer condition allows JSON write when ARTK_JSON_OUTPUT is set, but inner if (!dryRun) prevents actual write.
    • Better: When ARTK_JSON_OUTPUT is set, write the file regardless of dryRun to support automation.
  2. [core/typescript/autogen/src/index.ts:164] Informational LLKB message added to warnings list

    • Current: result.warnings.push('LLKB patterns enabled...') mixes info with warnings and inflates warning counts.
    • Better: Use a separate info/logging channel or a dedicated result.info array.
  3. [core/typescript/autogen/package.json:98] Lowered @playwright/test peer dependency may not match referenced features

    • Current: Peer dependency lowered to >=1.33.0 while comments/variant features reference 1.45+ and 1.49+ APIs.
    • Better: Set the minimum peer dependency to the oldest Playwright version guaranteed by features used (or gate features by variant).
  4. [cli/src/utils/install-logger.ts:22] Hard-coded log path moved to artk-e2e/.artk without migration note

    • Current: Constructor now writes logs under target/artk-e2e/.artk which may break existing tooling expecting .artk at project root.
    • Better: Make the log base configurable or add migration notes/compat layer (e.g., fallback to legacy path if new path missing).
  5. [cli/src/utils/lock-manager.ts:24] Lock path changed may cause unexpected concurrent installs in existing setups

    • Current: Lock now under target/artk-e2e/.artk which differs from prior .artk root; tools that don't respect new path could write concurrently.
    • Better: Provide a compatibility check/fallback to legacy .artk/install.lock or environment flag to control location.
  6. [core/typescript/autogen/src/cli/llkb-patterns.ts:220] Destructive "clear" operation runs without user confirmation

    • Current: Command warns but proceeds to delete all learned patterns without a prompt.
    • Better: Add an interactive confirm prompt (or require --yes/--force) to prevent accidental data loss.
  7. [.github/workflows/openai-pr-review.yml:106] Exclusion patterns might miss variant build artifacts in nested packages

    • Current: Excludes dist variants via ':!/dist*/' but uses separate lines; potential gaps in monorepos with varied naming.
    • Better: Use a single glob ':!/dist*/' to catch all dist variants or ensure all package output directories are covered.

✅ Good Practices Observed

  • LockManager uses fs.openSync with 'wx' to prevent race conditions (atomic lock creation).
  • Stale lock detection via PID check and timeouts to auto-clear dead locks.
  • Export maps and multi-variant builds (esm/cjs/legacy) are clearly defined with scripts and exports.
  • GitHub workflow excludes large build artifacts to avoid token overages in PR reviews.
  • Telemetry-based pattern gap analysis and CLI subcommands provide a strong feedback loop for maintainability.

Updates Since Last Review (if applicable)

Previous Issue Status
None (prior review failed due to token limit) N/A

Already Addressed Items (from prior responses)

Item Response Your Assessment
N/A N/A N/A

Performance and reliability improvements:

1. Add pattern caching in matchLlkbPattern to avoid repeated file reads
   - Cache with 5 second TTL
   - Invalidated automatically on pattern saves
   - Reduces disk I/O during step mapping

2. Improve tryLlkbMatch initialization handling
   - Trigger lazy initialization if module not loaded
   - Better documentation about initialization requirements
   - Graceful degradation when called before init completes

All 1090 tests pass.

https://claude.ai/code/session_01S4kkHrrqvkL6ctpHdRYL3Z
- Fix ESM require() usage in ESM modules (patternExtension, telemetry, summary)
- Fix blocked step parsing reversal in generate.ts (stepText/reason were swapped)
- Fix similarity threshold logic in patternDistance.ts (return null below threshold)
- Move LLKB info message from warnings to llkbEnabled flag
- Add confirmation prompt for clear command with --force bypass
- Add cache invalidation when clearing learned patterns

https://claude.ai/code/session_01S4kkHrrqvkL6ctpHdRYL3Z
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OpenAI Code Review

Reviewed commit: 73fdd6c

Summary

Category Count
🔴 Critical 0
🟡 Suggestions 7
✅ Good Practices 6

🔴 Critical Issues (MUST FIX)

  • None found

🟡 Suggestions (SHOULD CONSIDER)

  1. [core/typescript/autogen/src/cli/generate.ts:186] Dry-run prevents blocked-steps JSON output even with ARTK_JSON_OUTPUT set

    • Current: The outer condition checks ARTK_JSON_OUTPUT, but inner if (!dryRun) blocks writing blocked-steps-analysis.json in dry-run mode.
    • Better: When ARTK_JSON_OUTPUT is set, write the JSON file regardless of dry-run (e.g., if (process.env.ARTK_JSON_OUTPUT || !dryRun) { writeFileSync(...); }).
  2. [core/typescript/autogen/src/cli/patterns.ts:210] Destructive telemetry clear lacks user confirmation

    • Current: patterns clear prints a warning then deletes telemetry without an interactive prompt.
    • Better: Add a confirm prompt similar to llkb-patterns clear or require --force to proceed non-interactively.
  3. [core/typescript/autogen/src/index.ts:91] llkbRoot option is defined but not used in generateJourneyTests

    • Current: GenerateJourneyTestsOptions includes llkbRoot, but generateJourneyTests only calls initializeLlkb() without threading llkbRoot.
    • Better: Pass llkbRoot through to initializeLlkb/stepMapper (or wherever storage is configured) so callers can override the default.
  4. [core/typescript/autogen/package.json:95] @playwright/test peer version lowered below referenced feature requirements

    • Current: peerDependencies sets @playwright/test >=1.33.0 while variant messages mention features needing 1.45+ and 1.49+.
    • Better: Raise the minimum to a version guaranteed by used/advertised features (e.g., >=1.45.0), or gate those features by variant and docs.
  5. [cli/src/utils/install-logger.ts:35] New log path under artk-e2e/.artk may break tooling expecting root .artk

    • Current: Logs now write to target/artk-e2e/.artk/install.log with no fallback.
    • Better: Support a configurable base (env var/flag) or fallback to legacy .artk path if the new path doesn’t exist.
  6. [cli/src/utils/lock-manager.ts:27] Lock path moved to artk-e2e/.artk could introduce concurrency in legacy setups

    • Current: Lock stored under target/artk-e2e/.artk/install.lock without backward compatibility.
    • Better: Check for an existing root-level .artk/install.lock and honor it, or make the location configurable with an env/option.
  7. [core/typescript/autogen/src/cli/patterns.ts:28] Usage example shows an invalid category

    • Current: Example uses --category click, but allowed categories are navigation|interaction|assertion|wait|unknown.
    • Better: Update the example to a valid category (e.g., --category interaction) or implement keyword filtering separate from category.

✅ Good Practices Observed

  • Added confirmation prompt and --force for destructive llkb-patterns clear to prevent accidental data loss.
  • Pattern cache with short TTL and explicit invalidation to reduce I/O while staying fresh.
  • LockManager uses exclusive open ('wx') to avoid TOCTOU race on lock acquisition.
  • Rich exports map and multi-variant builds (esm/cjs/legacy) with scripts and platform build helpers.
  • Telemetry-driven blocked step analysis with nearest pattern and mismatch explanation for actionable feedback.
  • Node ESM-compliant imports (node:fs, node:path) and removal of CommonJS require in ESM modules.

Updates Since Last Review (if applicable)

Previous Issue Status
core/typescript/autogen/src/llkb/patternExtension.ts:450 - ESM require used in ESM module ✅ Fixed in this commit
core/typescript/autogen/src/cli/generate.ts:136 - Blocked step parsing reversed ✅ Fixed in this commit
core/typescript/autogen/src/mapping/patternDistance.ts:130 - Threshold not enforced ✅ Fixed in this commit
core/typescript/autogen/src/cli/generate.ts:166 - Dry-run prevents JSON output when requested ⏭️ Still applies
core/typescript/autogen/src/index.ts:164 - Info message added to warnings ❓ I cannot verify from the diff whether this still exists
core/typescript/autogen/package.json:98 - Lowered Playwright peer may not match features ⏭️ Still applies (peer lowered further to 1.33)
cli/src/utils/install-logger.ts:22 - Path change may break existing tooling ⏭️ Still applies
cli/src/utils/lock-manager.ts:24 - Lock path change may cause concurrency ⏭️ Still applies
core/typescript/autogen/src/cli/llkb-patterns.ts:220 - Destructive clear without prompt ✅ Fixed in this commit
.github/workflows/openai-pr-review.yml:106 - Dist exclusion patterns ✅ Fixed in this commit (explicit excludes added)

Already Addressed Items (from prior responses)

Items below were addressed in prior responses. Listed here for completeness, NOT in main review:

Item Response Your Assessment
N/A N/A N/A

- Fix dry-run preventing JSON output when ARTK_JSON_OUTPUT is set
- Add confirmation prompt to patterns clear command (with --force bypass)
- Fix invalid category example in patterns usage (click -> interaction)

https://claude.ai/code/session_01S4kkHrrqvkL6ctpHdRYL3Z
@mehdic mehdic merged commit f4cd4d5 into main Jan 28, 2026
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3 participants