adapter-serve-routing
Define and verify deterministic format-conditional adapter routing at inference.
Skill by AnonymousNomad
Chalk Labs
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Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
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About
Use cases: ml
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What this skill can do and what it asks for, from its SKILL.md and code. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
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Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/adapter-serve-routing
What's inside
- Skill name
adapter-serve-routing- Description
- Define and verify deterministic format-conditional adapter routing at inference. Use whenever a shared base model serves multiple adapter behaviors.
- License
- Apache-2.0
- Instructions
- 44 lines in SKILL.md · view on GitHub
Files (1)
- SKILL.md
SKILL.md (first lines)
# Adapter Serve Routing The base model is the authority. An adapter is a request-scoped capability, not a mutable global preference. ## Contract - `web` request: frozen base + web LoRA adapter. - `envelope` request: frozen base, adapter disabled. - `generic` request: frozen base unless the caller explicitly requests `web`. - `auto` classification is deterministic and conservative; ambiguous input routes to the base, never to an adapter. ## Required Invariants 1. Load base and adapter once at startup; fail closed if either configured artifact is missing or incompatible. 2. Select the route before generation and hold a request lock through adapter selection, state reset, decode, and cleanup. 3. Reset DNA/scratch/KV request state for every request. 4. Restore adapter OFF in a `finally` block after every request. 5. Run inference under `torch.inference_mode()`; never retain autograd graphs in a production decode loop. 6. Preserve envelope special tokens; web output must not emit mind-control tags. 7. Expose route and adapter metadata in health/debug output, never secrets or weights. 8. Test adapter-OFF/base equality, route classification, concurrent serialization, context bounds, malformed input, and graceful errors. ## Trace Contract Normal responses contain clean task output only. An explicit trace mode may return bounded dual-mind summaries and verifier evidence. It must be opt-in, length-capped, and separate from ordinary output. Do not expose private chain-of-thought or raw internal model state. ## Verification - Unit-test every route and boundary. - Run the train-serve parity battery with adapter ON and OFF. - Run independent web and envelope gates through the actual serving wrapper. - Record model lineage, adapter hash, route, metrics, and promotion decision in `AGENT_NOTES.md`.
From AnonymousNomad/covert-coder, Apache-2.0.
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Signals
- Stars
- 53
- Forks
- 15
- Open issues
- 2
- Last commit (this folder)
- Aug 23, 2026 (2 months ago)
- Last release
- Aug 10, 2026 (2 months ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- Apache-2.0
- Repository
- github.com/AnonymousNomad/covert-coder
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
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adapter-serve-routing skill. Agent Mart. https://agentmart.dev/skills/anonymousnomad-adapter-serve-routing (last updated 2026-10-24)