Estimate the information-theoretic capacity of the non-semantic channel through which teacher LLMs transmit behavioral preferences to student LLMs during training, as discovered in Anthropic's subliminal learning research.
Validates that MCP server operations follow the "state tracker only" principle. The MCP server must NEVER provide intelligence - it only validates, stores state, and returns progress metadata. All intelligence comes from the LLM client.
Build music apps with the Audius REST API and JavaScript SDK. Use this skill whenever the user wants to build a music player, streaming app, or audio application using Audius. Trigger on mentions of Audius API, @audius/sdk, create-audius-app, audius.co, api.audius.co, Audius OAuth, track streaming, playlist fetching…
Develop and extend the Audius Code Mode MCP server — the Effect-TS server that exposes the Audius and Open Audio Protocol APIs to LLMs via search + execute tools. Use this skill whenever the user wants to add features, fix bugs, refactor, or extend this MCP server. Trigger on mentions of MCP server development, adding…
Test all tools and endpoints of the Audius MCP server in parallel using subagents. Use this skill when the user asks to test the server, run a smoke test, verify the tools work, check if the API is responding, or validate the MCP server end-to-end. Also trigger when the user says 'run tests', 'test everything', 'smoke…
Guide for designing, implementing, and advising on MCP servers that use Code Mode — the pattern where an LLM writes and executes code to orchestrate API calls instead of calling individual tools one at a time. Use this skill whenever the user mentions Code Mode, MCP tool proliferation, context window bloat from MCP…
Effect-TS expert — write, debug, refactor, and explain code using the Effect ecosystem (effect, @effect/platform, @effect/rpc, @effect/cli, @effect/schema, @effect/cluster). Use this skill whenever the user works with Effect-TS code, mentions Effect services/layers/fibers/streams/schedules, asks about Effect error…