adapter-serve-routing
Define and verify deterministic format-conditional adapter routing at inference.
Skill by AnonymousNomad
Install
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
Reviews
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What this skill can do and what it asks for, from its SKILL.md and code. Checked Oct 25, 2026.
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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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Cite this page
adapter-serve-routing skill. Agent Mart. https://agentmart.dev/skills/anonymousnomad-adapter-serve-routing (last updated 2026-10-24)