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TODO: please update details as required Migrate the colin reports for the originally 8500 companies identified in the
file named saf_1.7_identifiers.txt .
- Complete the reports migration by 2026-06-29 ...
Entities - Data Migration
Design a test script for PCES replay using Solo cluster
Context
The Global Agent Chat backend shipped in #242 (/api/v1/agent/*), and the iOS client now talks to it (answer-mode +
courseRefs + unmatchedTopic). The next iOS feature — Agent Notebook actions — ...
Make LLM decisions interpretable.
Tasks:
- Add attention visualization
- Generate decision trees
- Implement SHAP/LIME integration
- Create explanation reports
Acceptance:
- Explains 90%+ ...
enhancement
explainability
interpretability
llm
Log all LLM interactions for compliance.
Tasks:
- Implement structured logging
- Add PII redaction
- Create audit report endpoint
- Add export functionality
Acceptance:
- All calls logged ...
compliance
enhancement
llm
logging
Enable voice input/output for LLM queries.
Tasks:
- Implement speech-to-text
- Add text-to-speech
- Create WebRTC endpoint
- Build API integration
Acceptance:
- Latency 2s for STT/TTS
- ...
accessibility
enhancement
llm
voice
Motivation:
See parent
TODO:
Add logs, and recheck the leveling system for the frequency scoring module
Expected result:
Changes at least in dev
Optimize database queries using LLMs.
Tasks:
- Analyze query patterns
- Suggest index creation
- Implement query rewrite suggestions
- Add endpoint GET /api/v1/query/optimize
Acceptance:
...
database
enhancement
llm
optimization
Translate LLM outputs to multiple languages.
Tasks:
- Add translation layer
- Implement 10+ languages
- Add locale-aware formatting
- Create translation cache
Acceptance:
- Translation latency ...
enhancement
i18n
internationalization
llm
Use LLMs to predict and alert on significant account behavior changes.
Tasks:
- Implement behavioral baseline learning
- Add deviation detection
- Create alert generation with LLM
- Add endpoint ...
alerts
enhancement
llm
prediction

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