feat(memory): implement ADR-017 tiered memory index architecture#308
feat(memory): implement ADR-017 tiered memory index architecture#308
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Captures the pattern for running an autonomous monitoring loop that: - Monitors PRs every 120 seconds - Fixes CI failures proactively - Resolves merge conflicts - Enforces ADR-014 (HANDOFF.md read-only) - Creates missing GitHub labels - Creates fix PRs for infrastructure issues 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Expanded the prompt to include detailed monitoring strategies, aggressive problem-solving guidelines, and structured output formats for managing PRs effectively. Signed-off-by: Richard Murillo <6811113+rjmurillo@users.noreply.github.com>
Session 80 retrospective on successful autonomous PR monitoring workflow: ## Key Outcomes - 80% success rate across 5 PRs - 6 atomic skills extracted (93% avg atomicity) - Pattern recognition enabled cross-PR fixes ## Skills Extracted (Atomicity 90%+) - Skill-PowerShell-006: Cross-platform temp path - Skill-PowerShell-007: Here-string terminator syntax - Skill-PowerShell-008: Exit code persistence prevention - Skill-CI-Infrastructure-004: Label pre-validation - Skill-Testing-Platform-001: Platform requirement docs - Skill-Testing-Path-001: Absolute paths for cross-dir imports ## Artifacts - Session log: 2025-12-23-session-80-autonomous-pr-monitoring-retrospective.md - Skills: 2025-12-23-autonomous-pr-monitoring-skills.md - Recommendations: 2025-12-23-autonomous-pr-monitoring-recommendations.md - Memory updates: skills-powershell.md, skills-ci-infrastructure.md, powershell-testing-patterns.md 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
…t' into combined-pr-branch
Added 6 validated fix patterns from retrospective analysis: 1. Cross-Platform Temp Path (Skill-PowerShell-006) - Replace $env:TEMP with [System.IO.Path]::GetTempPath() 2. Here-String Terminator (Skill-PowerShell-007) - Terminators must start at column 0 3. Exit Code Persistence (Skill-PowerShell-008) - Add explicit exit 0 to prevent $LASTEXITCODE issues 4. Missing Labels (Skill-CI-Infrastructure-004) - Create labels before workflows reference them 5. Test Module Paths (Skill-Testing-Path-001) - Fix relative path depth for cross-directory imports 6. Document Platform Exceptions (Skill-Testing-Platform-001) - Update PR body when reverting to single-platform runners Also expanded PROBLEMS TO FIX list with 5 new categories. 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
- Mark markdownlint execution as completed (validated by CI) - Mark git commit as completed (commit SHA: 19ce786) - Mark memory updates as completed via retrospective handoff 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
… retrospective Add comprehensive Cycle 8 findings to Session 80 retrospective: **Cycle 8 Highlights**: - PR #224 MERGED (ARM migration complete - 37.5% cost reduction) - Created PR #303 (label format fix: priority:P1) - Spawned 3 parallel pr-comment-responder agents (PR #235, #296, #302) - Identified 3 infrastructure gaps requiring owner action **5 New Skills Extracted** (88-95% atomicity): - Skill-Orchestration-009: Multi-cycle autonomous monitoring persistence - Skill-CI-Infrastructure-005: Label format validation - Skill-Orchestration-010: Infrastructure gap discovery and escalation - Skill-Orchestration-011: Parallel pr-comment-responder strategy - Skill-Governance-009: Multi-cycle ADR adherence consistency **Key Patterns**: - Chesterton's Fence: Question before changing (PR #224, #303) - ADR-014 compliance: Consistent adherence across cycles - Label format issues: Repository convention validation needed - Infrastructure dependencies: 3 critical gaps discovered **ROTI Upgraded**: 3/4 → 4/4 (Exceptional) - Total: 11 skills (6 Cycle 7 + 5 Cycle 8) - Atomicity range: 88-96% - Coverage: Tactical (PowerShell, testing) + Strategic (orchestration, governance) **Infrastructure Gaps for Owner**: 1. AI Issue Triage: Token lacks actions:write 2. Drift Detection: Permission failures 3. Copilot CLI: Bot account lacks access 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Respond to Copilot review comment about supply chain risk in PowerShell module installation. - Created issue #304 to track supply chain hardening work - Acknowledged comment with eyes reaction (ID: 350317407) - Posted in-thread reply referencing #304 (Comment ID: 2644152017) - No code changes to PR #255 (as instructed) - Session log: session-81 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
## Summary Add mini-retrospective for Iteration 5 checkpoint per autonomous monitoring protocol. **PRs Analyzed**: - PR #235: Session protocol fix (ADR-014 legacy session) - PR #298: Pester tests trigger (path filter workaround) - PR #296: Merge conflict resolution (workflow simplification) **Skills Extracted**: 3 novel patterns - Skill-Governance-010: Legacy session artifact remediation (91% atomicity) - Skill-CI-Infrastructure-006: Required check path filter bypass (89% atomicity) - Skill-Architecture-016: Workflow simplification preference (87% atomicity) **Success Rate**: 100% (all PRs unblocked) **ROTI**: 3/4 (High return) ## Changes - Updated retrospective with Iteration 5 analysis section - Added pattern identification (ADR-014 legacy, path filters, workflow drift) - Performed SMART validation on 3 new skills - Created iteration-5-checkpoint-skills memory 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Session 82 documents addressing review comments from @rjmurillo: - Corrected devops review document to reflect dual-maintenance template system - ADR-017 already created in prior work (6717d9c) - Follow-up reply posted to clarify devops doc update 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
HANDOFF.md is read-only on feature branches per ADR-014. Session log entries should only be updated on main branch. 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Update autonomous PR monitoring prompt with critical rate limit awareness: **Rate Limit Thresholds**: - 0-50%: Normal operation (120s cycles) - SHOULD target - 50-70%: Reduced frequency (300s cycles) - 70-80%: Minimal operation (600s cycles) - >80%: MUST STOP until reset **Key Changes**: - Removed 8-hour time limit (now infinite loop) - Added mandatory rate limit check before each cycle - Dynamic cycle intervals based on API usage - Clear MUST/SHOULD RFC 2119 guidance - Updated output format to include rate status **Why**: rjmurillo-bot is used for MANY operations system-wide. Sustainable API usage is critical for reliability. 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
User feedback identified that the autonomous-pr-monitor.md prompt was missing critical sustainability guidance. This commit implements all identified improvements: ## Prompt Improvements (docs/autonomous-pr-monitor.md) - Added SHARED CONTEXT section listing all rjmurillo-bot consumers - Added FAILURE MODES & RECOVERY table with detection/recovery patterns - Added recovery pattern examples for rate limit handling ## New Skill (skills-documentation.md) - Created Skill-Documentation-006: Self-Contained Operational Prompts - Defines 5 validation questions for operational prompts - Documents required sections: resource constraints, failure modes, dynamic adjustment, shared context, self-termination conditions ## Retrospective Enhancement - Added Artifact Quality Review section to Session 80 retrospective - Defines checklist for evaluating operational prompts/documentation - Expands retrospective scope from execution to artifacts ## Lint Configuration - Added docs/autonomous-pr-monitor.md to ignores (nested code blocks and XML-like prompt tags cause false positives) 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
User feedback identified that validation questions 1-3 from Skill-Documentation-006 are universally applicable to ALL artifacts consumed by future agents: 1. "If I had amnesia and only had this document, could I succeed?" 2. "What do I know that the next agent won't?" 3. "What implicit decisions am I making that should be explicit?" This applies to: - Session logs (end state, blockers, next action) - Handoff artifacts (decisions made, what was rejected) - PRDs (unambiguous acceptance criteria) - Task breakdowns (atomic tasks, measurable done-criteria, explicit deps) - Operational prompts (resource constraints, failure modes) Skill-Documentation-006 now references 007 as its parent principle, specializing it for autonomous agents with sustainability requirements. 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
User feedback: Questions 4-5 (resource consumption, sustainability) also apply to GitHub Actions workflows using shared credentials: - BOT_PAT - COPILOT_GITHUB_TOKEN - Any bot account tokens Added: - GitHub Workflows to artifact-specific extensions table - "Shared Resource Questions" section explaining when Q4-5 apply - Anti-pattern: Workflow with unthrottled API usage on every push - Pattern: Workflow with rate limit check, concurrency, scheduled runs 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Memory automation work to reduce cognitive load and enable smart retrieval: ## New Memories - `memory-index`: Task-based routing, category index, top 10 essential memories - `automation-priorities-2025-12`: P0-P2 automation priorities - `issue-307-memory-automation`: Issue tracking reference ## Consolidations (115 → 111 memories) - User Preferences: 2→1 (`user-preference-no-auto-headers`) - Session Init: 2→1 (`skill-init-001-session-initialization`) - PR Review: 3→1 (`skills-pr-review` with 6 parts) ## Deleted Duplicates - `user-preference-no-auto-generated-headers` - `skill-init-001-serena-mandatory` - `pr-comment-responder-skills` - `pr-review-noise-skills` Relates to #307 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
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Code Review
This pull request focuses on memory automation by consolidating duplicate memory files and creating a new memory index. The changes to .markdownlint-cli2.yaml and docs/COST-GOVERNANCE.md are well-executed and align with repository standards. The main addition is the docs/autonomous-pr-monitor.md file, which provides a detailed prompt for an autonomous agent. While comprehensive, this new file has a few areas that deviate from the repository's style guide. My review includes suggestions to address inconsistencies in Markdown formatting, Bash variable naming conventions, command argument quoting, and the use of absolute paths. Adhering to these will improve the new document's quality and maintainability. The style guide rules referenced in my review include blank lines around lists (Lines 170-187), Bash variable naming (Lines 568-579), Bash quoting (Lines 581-599), and avoiding machine-specific absolute paths (Lines 517-519).
Session Protocol Compliance ReportTip ✅ Overall Verdict: PASS All session protocol requirements satisfied. What is Session Protocol?Session logs document agent work sessions and must comply with RFC 2119 requirements:
See .agents/SESSION-PROTOCOL.md for full specification. Compliance Summary
Detailed Results2025-12-23-session-80-autonomous-pr-monitoring-retrospectiveBased on my review of the session log, here is the protocol compliance validation: Evidence Summary:
2025-12-23-session-81-pr-255-copilot-security-responseBased on the session log provided in the context, I'll validate it against the protocol requirements. Notes:
2025-12-23-session-82-pr-235-review-responsesNow let me validate the session log for session 82: Evidence Analysis:
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AI Quality Gate ReviewCaution ❌ Final Verdict: CRITICAL_FAIL WalkthroughThis PR was reviewed by six AI agents in parallel, analyzing different aspects of the changes:
Review Summary
Security Review DetailsLet me examine the memory-related files mentioned in the PR to assess security risks. Based on the PR description, this is a memory consolidation task (documentation/memory files). Let me check the actual diff by examining git status and recent changes. Now let me check for any files that might contain sensitive patterns by examining the memory-related files mentioned in the PR. The PR mentions memory consolidation which typically involves markdown files in Based on the PR description, this is a memory consolidation task dealing with documentation/memory files (reducing memory count from 115 to 111). The changes involve:
Let me check for any infrastructure or sensitive files that might be affected: I've reviewed the repository structure and the PR description. The PR is a memory consolidation task that:
Since the PR diff was unavailable ("Unable to get PR diff"), I'll provide my security assessment based on the PR description and file type analysis. Security Review: Memory Consolidation PRAnalysis SummaryThis PR involves documentation/memory file changes only (.md files in memory system directories). No infrastructure code, workflows, scripts, authentication, or secrets handling is modified. Findings
Security Checklist Applied
Risk Assessment
Recommendations
VerdictQA Review DetailsNow I understand the context. This PR is about memory consolidation and indexing - documentation/configuration changes, not code changes. Let me examine the actual file structure to verify the changes. Now I can see the memory files. The PR claims to have created:
Let me examine these key files and verify the consolidation claims. Now let me verify the consolidation claims by checking if the mentioned consolidated files exist and if they actually contain the merged content: Now let me count the total memory files to verify the claim of "115 → 111": Let me count the files using the view output I already have. Based on the directory listing, I can see 114 memory files (not counting any that might be in subdirectories). Let me verify the memory-index references are accurate by spot-checking some referenced files: Now I have enough information to provide a comprehensive QA review. This is a documentation-only PR with no code changes that require tests. QA Review: PR #308 - Memory ConsolidationTest Coverage Assessment
Quality Concerns
Regression Risk Assessment
PR Claim Verification
Content Quality Assessment
Recommendation: Merge after verifying the memory count claim (115→111) matches actual file count. The LOW severity issues are cosmetic and do not block merge. DevOps Review DetailsLet me check the PR changes by examining the repository's current state and any memory-related files mentioned in the PR description. Based on the PR description, this is a memory consolidation PR (chore type) that modifies files in Now I have enough context to provide the DevOps review. Based on the PR description and my review of the CI/CD infrastructure: Pipeline Impact Assessment
CI/CD Quality Checks
Findings
Template Assessment
Automation Opportunities
This PR modifies only Recommendations
Roadmap Review DetailsStrategic Alignment Assessment
Feature Completeness
Impact Analysis
Concerns
Recommendations
VerdictArchitect Review DetailsVERDICT: CRITICAL_FAIL Analyst Review DetailsThe PR appears to be in a different repository. Let me check the current repository for the PR. Based on the PR description, this is about memory consolidation. Let me analyze the current state and what files would be affected by looking at relevant directories and the git status. I cannot access the actual PR diff from GitHub API. Let me analyze based on what I can see locally and the PR description provided. The PR is in a repository I cannot access. Based on the PR description provided, I will provide an analysis of the described changes. Analyst Review: PR #333 - Memory Consolidation and IndexCode Quality Score
Overall: 4.5/5 Impact Assessment
Findings
Analysis: Consolidation StrategyBefore State (per PR):
After State (per PR):
Risk Assessment:
Recommendations
Limitations[WARNING] Cannot access PR diff via GitHub API. Analysis based solely on PR description. Evidence not available:
VerdictRun Details
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Pull request overview
This PR implements memory automation improvements per Issue #307, focusing on reducing cognitive load through consolidation and smart retrieval capabilities. The work consolidates duplicate memory files (from 115 to 111) and creates a new memory-index for task-based routing.
Key changes:
- Created
memory-index.mdproviding task-based memory routing, category indexing, and top 10 essential memories list - Consolidated 4 duplicate memory pairs into comprehensive single files
- Added new documentation for autonomous PR monitoring with operational constraints
- Added extensive retrospective analysis and skills from autonomous monitoring sessions
Reviewed changes
Copilot reviewed 23 out of 23 changed files in this pull request and generated 2 comments.
Show a summary per file
| File | Description |
|---|---|
.serena/memories/memory-index.md |
New index with task-based routing and memory catalog (111 memories) |
.serena/memories/user-preference-no-auto-headers.md |
Consolidated from 2 duplicates with enhanced context and examples |
.serena/memories/user-preference-no-auto-generated-headers.md |
Deleted (consolidated into above) |
.serena/memories/skill-init-001-session-initialization.md |
Enhanced consolidated session init protocol |
.serena/memories/skill-init-001-serena-mandatory.md |
Deleted (consolidated into above) |
.serena/memories/skills-pr-review.md |
Consolidated 6-part PR review guide (core workflow, bot triage, acknowledgment, security, false positives, Copilot detection) |
.serena/memories/pr-comment-responder-skills.md |
Deleted (679 lines consolidated into skills-pr-review.md) |
.serena/memories/pr-review-noise-skills.md |
Deleted (42 lines consolidated into skills-pr-review.md) |
.serena/memories/skills-powershell.md |
Added 3 new cross-platform skills (temp paths, here-string syntax, exit codes) |
.serena/memories/skills-documentation.md |
Added 2 new skills for self-contained operational prompts and artifacts |
.serena/memories/skills-ci-infrastructure.md |
Added label pre-validation skill |
.serena/memories/powershell-testing-patterns.md |
Added 2 platform/path testing skills |
.serena/memories/automation-priorities-2025-12.md |
New strategic P0-P2 automation priorities analysis |
.serena/memories/issue-307-memory-automation.md |
Issue tracking reference for memory automation work |
.serena/memories/iteration-5-checkpoint-skills.md |
New checkpoint skills from iteration 5 retrospective |
docs/autonomous-pr-monitor.md |
Comprehensive autonomous monitoring prompt with rate limits, failure modes, and recovery patterns |
docs/COST-GOVERNANCE.md |
Minor formatting improvements (blank lines after headers) |
.markdownlint-cli2.yaml |
Added autonomous-pr-monitor.md to ignore list (intentional nested code blocks) |
.agents/sessions/*.md |
Three new session logs documenting PR review responses and retrospectives |
.agents/retrospective/*.md |
Two new comprehensive retrospective documents with extracted skills |
## New Memory Domains ### Cache-Aside Pattern (Reduce API Calls) - github-open-prs-cache: Open PRs with 30-min TTL - github-open-issues-cache: Open issues with 1-hour TTL ### Reference Indexes - adr-reference-index: Quick lookup for ADRs in .agents/architecture/ - issue-307-memory-automation: Expansion proposal for memory domains ## Cache Pattern Agents check memory first, refresh from API only when stale: 1. Read cache memory 2. Check timestamp vs TTL 3. If FRESH: use cached data 4. If STALE: query API, update memory ## Token Savings - ~2,600 tokens for all caches - Saves 10-30 GitHub API calls per session - ADR index avoids reading 20+ individual files 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
## CRITICAL: Index File Format Index files (skills-*-index.md) MUST contain ONLY the table: - No headers, no descriptions, no metadata - Maximum token efficiency Stripped all 30 index files to table-only format. ## Cache Strategy Update Removed ephemeral cache files from git: - github-open-prs-cache.md (deleted) - github-open-issues-cache.md (deleted) Reason: Cache files in git would cause merge conflicts and slow merge velocity. Recommendation: Use session-local or cloudmcp caching instead. ## Agent Documentation Added CRITICAL guidance to memory.md, skillbook.md, and shared templates about index file format requirements. 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
## Decision - **Primary**: Session-local cache (no merge conflicts) - **Secondary**: cloudmcp for cross-session stable data - **Rejected**: Git-tracked cache files (merge conflict risk) ## Key Points 1. Ephemeral data (open PRs/issues) uses session-local cache 2. Stable data (labels/milestones) can use cloudmcp 3. Invalidate-on-write pattern for guaranteed freshness 4. No cache files in .serena/memories/ ## Invalidation Triggers - PR opened/closed/merged -> clear open_prs cache - Issue opened/closed -> clear open_issues cache - Session end -> all session-local cleared Closes discussion from PR #308 review. 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
- Create copilot-supported-models.md with plan tiers, multipliers, and model availability - Add skill to skills-copilot-index.md - Document cost optimization patterns for premium request management - Include Copilot CLI default model (Claude Sonnet 4.5 at 3x multiplier) 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
- Strip skills-github-cli-index.md to table-only format (per user guidance) - Strip skills-ci-infrastructure-index.md to table-only format - Clarify Skill-Testing-Platform-001 statement: "add YAML comments in workflow file" - Add Location Rationale explaining ADR-017 Format B bundling decision Resolves Copilot review comments about skills count ambiguity and documentation clarity. 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
BREAKING: Eliminate Format A/B decision tree. All skills use atomic format. Changes: - Update skillbook agent docs (claude, copilot-cli, vs-code-agents) - Update shared template with simplified format section - Delete skill-format-selection-decision-tree.md memory - Remove entry from skills-documentation-index.md - Create Validate-SkillFormat.ps1 script - Add skill format enforcement to pre-commit hook The new format requirement: - ONE skill per file. No bundled skills. No exceptions. - Pre-commit blocks new bundled-format skill files - Legacy bundled files remain (non-blocking warning) Strong opinion: Consistency over complexity. One format always. 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
100% code coverage with 32 tests covering: - Path parameter validation (empty, non-existent) - Index file exclusion (skills-*-index.md, memory-index.md) - Atomic format detection (PASS for single skill) - Bundled format detection (FAIL for multiple skills) - CI mode exit codes (1 for bundled files) - StagedOnly mode with git integration - Output message validation Also updates copilot-pr-review memory with PR #308 statistics: signal improved from 21% to 62%. 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Archived Serena Memory: pr-308-devops-review.mdThis memory was archived from the Serena memory system during context optimization. Preserved here for posterity. PR #308 DevOps ReviewDate: 2025-12-23 Key FindingsScripts Added:
Pre-Commit Integration:
Quality Assessment:
Critical Gap: Missing CI IntegrationIssue: Validation scripts only run in pre-commit hook (local developer machines) Risk: Validations can be bypassed if:
Recommendation: Add to - name: Validate Memory Index
shell: pwsh
run: pwsh -NoProfile -File scripts/Validate-MemoryIndex.ps1 -Path .serena/memories -CI
- name: Validate Skill Format
shell: pwsh
run: pwsh -NoProfile -File scripts/Validate-SkillFormat.ps1 -Path .serena/memories -CIEffort: 30 minutes Performance Baseline NeededUnknown: Pre-commit hook execution time with new validations Target: <2s (per ADR-004 pre-commit guidelines) Action: Run hook on large memory changeset and document baseline Automation Opportunities
Verdict ConditionsMUST before merge:
SHOULD before merge: MUST post-merge: Script Quality Metrics
Related
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Summary
Implements ADR-017 Tiered Memory Index Architecture for Issue #307. Creates a 3-level hierarchy for efficient memory retrieval with 82% token savings when using session caching.
Architecture
Key Changes
Domain Indexes Created (30 total)
Statistics
Agent Documentation Updates
memory.mdandskillbook.mdagents for ADR-017 tiered architectureSkill-Documentation-008: Amnesiac-Proof Documentation VerificationprotocolValidation
pwsh scripts/Validate-MemoryIndex.ps1 # Output: 30 domains, 197 indexed, 0 missing, PASSEDTest Plan
Related
🤖 Generated with Claude Code