Home / coach-code · wave-46 Phase 6.2 · Granite 4.1 8B Instruct

Coach your telemetry code. The race engineer for the engineers who build the race engineer.

Paste a snippet from your telemetry pipeline. Ask a question about how it integrates with the APEX three-layer architecture (frozen Granite TimeSeries TTM forecaster + V2 cvxpylayers projector + Granite Guardian audit). Granite 4.1 8B Instruct returns concise text feedback. HARD-COMPLIANCE scrubber strips any hallucinated FIA Article numbers + COA Section numbers server-side per `feedback_llm_output_compliance_scrubber.md`.

No code execution. Text feedback only. Granite Code 8B was deprecated per HF model card; Granite 4.1 8B Instruct supersedes (HumanEval 87.2% pass@1).