nanoresearch
Runs an end-to-end autonomous AI research pipeline, from literature search and hypotheses through experiment code, GPU cluster training, and figures to a LaTeX paper built from the real experiment results.

Runs an end-to-end autonomous AI research pipeline, from literature search and hypotheses through experiment code, GPU cluster training, and figures to a LaTeX paper built from the real experiment results.
PaperFit is a Claude Code plugin for LaTeX academic papers. It compiles a paper, renders its pages, diagnoses layout defects visually such as wasted space, misplaced floats and overflow, and repairs the source.
Orchestrates end-to-end autonomous AI research projects using a two-loop architecture. The inner loop runs rapid experiment…
Generates publication-quality figures for ML papers from research context. Given a paper section or description, extracts system…
Simplest distributed training API. 4 lines to add distributed support to any PyTorch script. Unified API for…
Guides researchers through structured ideation frameworks to discover high-impact research directions. Use when exploring new…
Inspect and repair local table, figure, and caption presentation while preserving content and venue formatting.
Applies cognitive science frameworks for creative thinking to CS and AI research ideation. Use when seeking genuinely novel…
PaperFit advice for LaTeX figure/table placement, width, clustering and breakable-table flow, verified against current page…
Evaluates LLMs across 60+ academic benchmarks (MMLU, HumanEval, GSM8K, TruthfulQA, HellaSwag). Use when benchmarking model…
Write publication-ready ML/AI/Systems papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM, OSDI, NSDI, ASPLOS, SOSP. Use when…
Battle-tested PyTorch training recipes for all domains — LLMs, vision, diffusion, medical imaging, protein/drug discovery,…
Generate a Python code skeleton from an experiment blueprint
Search academic literature and generate research hypotheses
PaperFit code surgeon agent for academic LaTeX layout tasks.
PaperFit layout detective agent for academic LaTeX layout tasks.
PaperFit orchestrator agent for academic LaTeX layout tasks.
PaperFit quality gatekeeper agent for academic LaTeX layout tasks.
PaperFit rule engine agent for academic LaTeX layout tasks.
PaperFit semantic polish agent for academic LaTeX layout tasks.
You are the Analysis Agent for NanoResearch. Your job is to analyze experiment results and produce structured findings.
You are the Experiment Agent for NanoResearch. This command combines the Setup, Coding, and Execution stages. You will generate…
You are the Ideation Agent for NanoResearch. Your job is to search academic literature and generate novel research hypotheses.
You are the Planning Agent for NanoResearch. Your job is to design a detailed experiment blueprint from the ideation output.
You are the NanoResearch pipeline orchestrator. Run the complete research pipeline from topic to paper.
Resume a NanoResearch pipeline that was interrupted or failed.
You are the Review Agent for NanoResearch. Your job is to critically review the paper from multiple perspectives and apply…
Show the current status of a NanoResearch workspace.
You are the Writing Agent for NanoResearch. Your job is to generate publication-quality figures and write a complete LaTeX…
**作用**: 尝试通过排版微调或受控语义改写逼近目标页数。它是专家快捷入口;普通自然语言如“把正文压到 8 页,尽量不要改语义”也应能触发同类任务。
Inspect compiled LaTeX paper page images and report anchored layout defects.
Repair the current LaTeX paper layout and verify its rendered pages.
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