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Add automated checks for KPI tracking across the program repos.
Shoko-official
Add script validation to verify schema correctness in validation runs.
Define structured JSON schemas for sources and claims to prevent drift.
Context
Currently the MCP buffer (mcp_server_buffer in main.py) is a global dict that persists across all turns in a session.
When a server s docs are loaded via get_server_docs, they stay in the buffer ...
enhancement
question
YakupAtahanov
Mode: RUNNER_TASK
Repo: alanua/Skeleton
Base: main
Branch: runner/graphify-combined-safe-runtime-repair
Goal:
Create one replacement draft PR that combines the public-safe Graphify command diagnostics ...
hermes
memory
risk:yellow
runner:blocked
alanua
Goal
Make workers/evaluation_pipeline.py use a real LLM via a pluggable adapter.
Approach
- Define an LLMAdapter Protocol with evaluate(answer, rubric) - EvaluationResult
- Implement OpenAIAdapter, ...
ai
enhancement
rajat-wyrm
wilyJ80Goal
Replace the placeholder transcribe_speech() in workers/audio_pipeline.py with a real STT model.
Approach
- OpenAI Whisper (tiny/base for CPU, small/medium for GPU)
- Or HuggingFace Wav2Vec2 ...
ai
enhancement
Goal
Replace the placeholder detect_face() in workers/video_pipeline.py with a real face-detection model.
Approach
- Use MediaPipe Face Detection (lightweight, runs on CPU)
- Or OpenCV DNN with ...
ai
enhancement
Problem
Registry search no-match human output still feels like a generic safety/tutorial card instead of a useful recovery
action.
When no phrase-like match is found, it prints several caution layers: ...
enhancement
Sapientropic
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