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Introduction to Repository Management
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Add validation layer for LLM outputs.
Tasks:
- Create response schema validation
- Implement hallucination detection
- Add toxicity filtering
- Create confidence scoring
Acceptance:
- 95%+ ...
enhancement
llm
quality
safety
Implement streaming for LLM API calls.
Tasks:
- Update LLMProvider interface
- Implement streaming for providers
- Create StreamingResponse class
Acceptance:
- Streaming works with all providers ...
enhancement
llm
real-time
Explain transactions in plain language.
Tasks:
- Design prompt template
- Implement TransactionExplainer
- Add API endpoint
Acceptance:
- Explanations 100 words
- Response time 2s
blockchain
enhancement
llm
Cache LLM responses to reduce costs 40%+.
Tasks:
- Semantic similarity caching
- TTL expiration
- Redis storage
Acceptance:
- Cache hit rate 40%
- Lookup 50ms
enhancement
llm
performance
Description
The integration works correctly for most sensors, but it repeatedly logs Partial update failure messages because the
router returns Permission denied for some API endpoints.
The integration ...
Track LLM API usage, costs, latency.
Tasks:
- Extend ModelMetrics
- Create LLMUsageTracker
- Add cost alerts
Acceptance:
- All calls logged
- Dashboard shows costs
enhancement
llm
monitoring
Context management for blockchain data in LLM windows.
Tasks:
- Analyze token sizes
- Implement BlockchainContextBuilder
- Add compression
Acceptance:
- 30 days in 4k tokens
- 60% compression ...
enhancement
llm
optimization
Create provider abstraction for OpenAI/Anthropic/HuggingFace.
Tasks:
- Create astroml/llm/providers/base.py
- Implement all providers
- Add factory pattern
Acceptance:
- Switch providers via ...
enhancement
infrastructure
llm
Problem
All simmer configuration is currently read globally from environment variables via get_settings() — including the new
judge-board knobs (JUDGE_COUNT, JUDGE_SAMPLES, JUDGE_PANEL, JUDGE_DELIBERATE) ...

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