chore(scripts): add update.sh, hook it into agent/deploy workflow
One script to bring the running stack in sync after any change: git pull, validate compose config, rebuild the litellm-pgvector local build, re-pull images, recreate what changed. Documented in README's quickstart, and CLAUDE.md now tells agents to run it after touching compose/config/scripts rather than just describing a change as done. Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
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@@ -24,6 +24,8 @@ docker compose up -d
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Pointing Claude Code CLI, Kimi CLI, or OpenCode CLI at the local endpoint: see [`docs/coding-cli-setup.md`](docs/coding-cli-setup.md).
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**Applying updates**: after pulling changes (or editing `docker-compose.yml`/`litellm-config.yaml`/`.env` yourself), run `./scripts/update.sh` — pulls, validates the compose config, rebuilds/re-pulls images, and recreates whatever changed. Safe to run any time.
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**Known risk**: Qwen3.8-27B's tool-calling reliability against llama.cpp's Anthropic shim is not yet verified (open upstream parser bugs against its model lineage) — see `docs/research/qwen3.8-27b-tool-calling.md`.
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## AI proxy (LiteLLM)
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