238d353653ee31761faa301c081dac4d5aaf32d8
Enable autonomous QA through a remote OpenAI-compatible provider (NVIDIA NIM) and harden the tool/approval path so unattended multi-stage runs complete. - inference: add openai_compat provider (Bearer chat-completions for NIM/OpenAI), dispatched by provider type "nim"/"openai"; key via api_key/api_key_env. - server: bind configured [server] host/port instead of a hardcoded 8080; POST /sessions accepts an optional `intent` (WS parity) for intent-driven workflows. - kernel: thread the bound operator profile's approval_mode into per-tool gating so auto/yolo enable unattended approval (engine still consulted; policy/plane-2 BLOCK stays terminal); on a recoverable tool failure feed the tool's arg-schema back into context so the model self-corrects instead of repeating a malformed call. - tools: split deletion out of file_write into a separate, explicitly-named file_delete tool — a model can no longer delete a file by getting a write-mode parameter wrong. - server: add GET /metrics/tool-reliability — per-model tool-call validity from the event log (measurement groundwork for capability-aware routing). - docs: update AGENTS.md across kernel, tools, server, inference. Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
fix: workflow inference chain — surface llama-server errors, user-turn-last, bundle-relative prompts
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