Machine learning

Design and build reactive, type-safe, production-grade backends on Convex.

Preparar um corpus local rastreável e abrir o chat especialista por meio dos módulos e da CLI do projeto.

Use for "interrogate", "adversarial review", "multi-model review", "challenge this", "stress test this code", "find blind spots", or "tear this apart".

Survey one surface of tdmcp (artist controls, library/packaging, CLI/DX, AI/LLM, or TouchDesigner depth) for candidate NEW features — inventory what exists…

Survey the whole tdmcp project and produce a prioritized list of NEW features it could implement — across artist controls, CLI/DX, AI/LLM integration, and…

Calibrate historical or uncertain investigation findings, distinguish evidence from inference, and report source coverage and gaps.

Define and verify deterministic format-conditional adapter routing at inference.

Portable OKF knowledge bundle for coding-agent memory and LLM wikis.

Use for "interrogate", "adversarial review", "multi-model review", "challenge this", "stress test this code", "find blind spots", or "tear this apart".

Add an AI agent / RAG backend (@convex-dev/agent) to the Convex app.

Use for "interrogate", "adversarial review", "multi-model review", "challenge this", "stress test this code", "find blind spots", or "tear this apart".

Operate Codex as a high-autonomy repository executor for implementation, debugging, and long-running research loops.

Use for "interrogate", "adversarial review", "multi-model review", "challenge this", "stress test this code", "find blind spots", or "tear this apart".

Build a paper sheet in Three.js that reads as paper up close — washi, cotton rag or kraft with baked fibre and tooth relief, laid and chain lines, a torn…

Use when adding, configuring, verifying or repairing Laya decision inference through Nerve on a repository's Docker Hermes instance; not for Layui, replacing…

Run a stateful red team / blue team security audit on the current project or a specific module.

Orchestrates the recurring daily-maintenance loop for the PM wiki — registry-driven multi-source sweep, ingest, daily brief, brief rotation, and a health…

Manage secrets (write, list keys, delete).

Feature construction from market data for ML trading models including price, volume, on-chain, and microstructure features

Compress an agent's routing file (RESOLVER.md or AGENTS.md) by converting granular skill-per-row tables into functional-area dispatchers.

Unified Minions skill for both deterministic shell jobs and LLM subagent orchestration.

Review a proposed Agent Skill for structural validity and content quality before publishing.

Test RAG vector stores (Pinecone, Qdrant, Weaviate, Chroma, pgvector, FAISS) for embedding inversion, cross-tenant data leakage, and data poisoning per OWASP…

Wires Promptfoo and DeepTeam into CI/CD for automated, repeatable red-teaming of LLM apps against OWASP LLM Top 10, OWASP Agentic, and MITRE ATLAS presets…