Machine learning

Stop an AI agent damaging your repo: PreToolUse hooks, permission deny rules, protected paths, verification gates.

Two-phase security audit of the indexed group.

AI features you ship to users: structured output, tool schemas, prompt injection, evals.

Best practices for dataset preparation and PEFT/LoRA fine-tuning.

Turn a bug, outage or repeated mistake into a device that makes the whole class impossible.

Expert guidance for Fully Sharded Data Parallel training with PyTorch FSDP - parameter sharding, mixed precision, CPU offloading, FSDP2

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

Use for "why does X work this way", "why did we choose Y", design rationale, regressions, postmortems, historical constraints, or data-backed thresholds.

AI/ML feature PRD scaffolding for the modern AI product manager.

ML engineering skill for productionizing models, building MLOps pipelines, and integrating LLMs.

This skill should be used when a user reports an issue with OpenHands Enterprise (OHE) on a self-hosted (Replicated VM-based) installation.

Use a live Jupyter kernel for stateful, iterative Python execution via hamelnb.

Embed alibaba/page-agent into your own web application — a pure-JavaScript in-page GUI agent that ships as a single <script> tag or npm package and lets…

Provides comprehensive guidance for Spring AI including AI model integration, prompt templates, vector stores, and AI applications.

Create and manage webhook subscriptions for event-driven agent activation, or for direct push notifications (zero LLM cost).

Run the deterministic document-coherence gate for topic drift, unanchored inference, and internal contradictions.

Test the grafel docgen LLM-mode loop end-to-end on a single entity.

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

Use when PI Assistant needs to classify a context bundle into attention inbox items or ignored groups.

Full-stack diagnostic for agent and LLM applications.

Manages persistent research memory across ideation and experimentation cycles.

Wire an application to heylook (heylookitsanllm), a local multimodal LLM server on Apple Silicon serving MLX and gguf models over one Anthropic…

Parse, typeset, explain, and evaluate research-paper equations, notation, symbols, derivations, losses, objectives, tensor shapes, assumptions, and…

Create or improve a ready-to-use LLM prompt from a user's goal.