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Summary

  • Added semantic memory search, pattern tracking, and model routing to README feature descriptions
  • Added /patterns and /route to slash command table
  • Added SUCCESS_PATTERN and FAILURE_PATTERN to memory types table
  • Added semantic search and pattern tracking CLI examples
  • Updated model routing row to reference model-routing.md instead of generate-opencode-agents.sh
  • Referenced pattern-tracker-helper.sh in self-improving agents section

Follow-up to PR #341 (t102) which added the features but only updated counts, not descriptions.

…, model routing

Update README to document the three new features from t102:
- Semantic search with --semantic flag and embeddings helper
- Pattern tracking with SUCCESS/FAILURE types and /patterns command
- Cost-aware model routing with /route command and 5-tier guidance
Also adds new slash commands to the command table.
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Summary of Changes

Hello @marcusquinn, I'm Gemini Code Assist1! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!

This pull request focuses on updating the README.md to accurately reflect recently implemented features related to semantic memory search, pattern tracking, and cost-aware model routing. The changes aim to provide clear, comprehensive documentation and usage examples, enabling users to better understand and utilize these advanced capabilities within the system.

Highlights

  • Semantic Memory Search Documentation: Added detailed descriptions and CLI examples for the new opt-in semantic search capability, which uses vector embeddings for meaning-based recall.
  • Pattern Tracking Documentation: Introduced documentation for pattern tracking, including the /patterns slash command, SUCCESS_PATTERN and FAILURE_PATTERN memory types, and CLI examples for recording and suggesting patterns.
  • Model Routing Updates: Updated the documentation for cost-aware model routing, referencing model-routing.md and the /route command, and clarifying its 5-tier guidance.
  • README.md Enhancements: Integrated these new features into various sections of the README.md, including the main features table, slash command table, memory types table, and the self-improving agents section, ensuring comprehensive and up-to-date information.
Changelog
  • README.md
    • Updated the 'Evolve Context' feature description to include 'opt-in semantic search'.
    • Added 'Pattern Tracking' and 'Cost-Aware Routing' to the main features table.
    • Modified the 'Model routing' entry in the Coordinator section to reference model-routing.md and /route command, and updated its description to reflect 5-tier guidance.
    • Updated the 'Review' phase of self-improving agents to explicitly mention pattern-tracker-helper.sh.
    • Enhanced the 'Cross-Session Memory System' description to include semantic similarity search via vector embeddings.
    • Added /patterns and /route to the slash command table.
    • Introduced SUCCESS_PATTERN and FAILURE_PATTERN to the memory types table.
    • Added new CLI usage examples for enabling semantic search and for pattern tracking (recording and suggesting patterns).
    • Updated the storage description for memory to include embeddings.db for semantic search.
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github-actions bot commented Feb 5, 2026

🔍 Code Quality Report

�[0;35m[MONITOR]�[0m Code Review Monitoring Report

�[0;34m[INFO]�[0m Latest Quality Status:
SonarCloud: 0 bugs, 0 vulnerabilities, 2 code smells

�[0;34m[INFO]�[0m Recent monitoring activity:
Thu Feb 5 20:35:43 UTC 2026: Code review monitoring started
Thu Feb 5 20:35:43 UTC 2026: SonarCloud - Bugs: 0, Vulnerabilities: 0, Code Smells: 2
Thu Feb 5 20:35:44 UTC 2026: Qlty - 0 issues found, auto-formatting applied
Thu Feb 5 20:35:46 UTC 2026: Codacy analysis completed with auto-fixes

📈 Current Quality Metrics

  • BUGS: 0
  • CODE SMELLS: 2
  • VULNERABILITIES: 0

Generated on: Thu Feb 5 20:35:48 UTC 2026


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sonarqubecloud bot commented Feb 5, 2026

@marcusquinn marcusquinn merged commit d171951 into main Feb 5, 2026
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Code Review

This pull request does a great job of updating the README to include the new features for semantic memory search, pattern tracking, and model routing. The new documentation is clear, well-structured, and integrates nicely with the existing content. I've added a few minor suggestions to improve consistency in the CLI command examples.


```bash
# Enable semantic similarity search (~90MB model download)
memory-embeddings-helper.sh setup

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medium

For consistency with other CLI examples in this document (e.g., lines 1774-1783), it's better to use the full path for helper scripts. This ensures the commands are unambiguous and work regardless of the user's PATH configuration.

Suggested change
memory-embeddings-helper.sh setup
~/.aidevops/agents/scripts/memory-embeddings-helper.sh setup

memory-embeddings-helper.sh setup

# Search by meaning, not just keywords
memory-helper.sh recall "how to optimize queries" --semantic

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medium

For consistency with other CLI examples in this document (e.g., lines 1774-1783), it's better to use the full path for helper scripts. This ensures the commands are unambiguous and work regardless of the user's PATH configuration.

Suggested change
memory-helper.sh recall "how to optimize queries" --semantic
~/.aidevops/agents/scripts/memory-helper.sh recall "how to optimize queries" --semantic

Comment on lines +1763 to +1764
pattern-tracker-helper.sh record --outcome success --task-type bugfix \
--model sonnet --description "Structured debugging found root cause"

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medium

For consistency with other CLI examples in this document (e.g., lines 1774-1783), it's better to use the full path for helper scripts. This ensures the commands are unambiguous and work regardless of the user's PATH configuration.

Suggested change
pattern-tracker-helper.sh record --outcome success --task-type bugfix \
--model sonnet --description "Structured debugging found root cause"
~/.aidevops/agents/scripts/pattern-tracker-helper.sh record --outcome success --task-type bugfix \
--model sonnet --description "Structured debugging found root cause"

--model sonnet --description "Structured debugging found root cause"

# Get suggestions for a new task
pattern-tracker-helper.sh suggest "refactor the auth middleware"

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medium

For consistency with other CLI examples in this document (e.g., lines 1774-1783), it's better to use the full path for helper scripts. This ensures the commands are unambiguous and work regardless of the user's PATH configuration.

Suggested change
pattern-tracker-helper.sh suggest "refactor the auth middleware"
~/.aidevops/agents/scripts/pattern-tracker-helper.sh suggest "refactor the auth middleware"

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