AI Engineering

NanoResearch Experiment generates a runnable Python code skeleton from an experiment blueprint, including data loaders, model stubs, training loops, evaluation harness, and ablation configs.

NanoResearch Planning produces an experiment blueprint from a selected research hypothesis, specifying datasets, baselines, evaluation metrics, and ablation groups.

PEFT Fine-Tuning fine-tunes large language models by training less than 1% of parameters using LoRA, QLoRA, and 25+ adapter methods. Use it when fine-tuning 7B–70B models on consumer GPUs, when you need small task-specific adapters, or for multi-adapter serving.

Research Idea Brainstorming guides researchers through structured ideation frameworks to discover high-impact research directions. Use it when exploring new problem spaces, pivoting between projects, or seeking novel angles on existing work.

Unsloth provides expert guidance for fast fine-tuning with Unsloth, covering 2-5x faster training, 50-80% less memory, and LoRA/QLoRA optimization. Use it when working with Unsloth features, implementing solutions, or debugging training code.

GIF Sticker Maker converts photos of people, pets, objects, or logos into four animated Funko Pop/Pop Mart style GIF stickers with captions. Use it when someone wants cartoon stickers, emoji packs, or animated avatars.

MiniMax Multimodal Toolkit generates voice, music, video, and image content using MiniMax APIs. Use it when the user wants to create audio, visuals, or video with MiniMax, including voice cloning, character reference, and FFmpeg media processing.

Skill Creator helps users create, modify, and evaluate skills for AI assistants. It guides drafting skill files, running evals, benchmarking performance with variance analysis, and optimizing skill descriptions for better triggering accuracy.

Coach reads learning telemetry to report retention, calibration, grader health, and schedule adjustments for an Engram spaced-repetition system. Use it for weekly check-ins, strategy questions, and auditing the grader.

Learn helps you acquire any topic properly through a first-principles curriculum, generation-first tutoring, verified free recall, and FSRS scheduling. Use it when you want to learn, understand, study, or continue studying something.

Converts images to cartoon style using Baidu's image processing API. Use when you need to cartoonize photos or generate cartoon versions of pictures.

A multi-agent swarm that uses Git for self-organizing parallel development, ideal for large-scale projects. Use when you need multiple Claude agents to independently claim tasks, write code, and push, coordinated entirely through Git.