One Forge, All Skills: A curated skill collection for academic writing and research. 点开即用，按需配置的一站式学术研究skills平台。

A framework for discovering, compiling, and validating reusable skills for scientific agents.

🛀 Soothe - An autonomous expert system engineered to orchestrate complex workflows and execute long-duration tasks with precision and persistence.

Process traces for evaluating AI scientist workflows | ICML 2026 AI4Science Dataset Competition | 432 trajectories from GPT-5.4, Claude Opus 4.6, Gemini 3.1 Pro

🔬 Autonomous Bayesian scientific agent — MCMC analysis, uncertainty quantification, and permanent decentralized archiving. The reproducibility layer for DeSci.

Trustworthy biomedical tool-using agent with task-conditioned planning, execution-grounded verification, and traceable repair.

🧬 AI Genomics Research Platform Bioinformatics system powered by AI to detect genetic diseases from a patient’s DNA using: LLMs, Graph Database, Scientific agents, Bioinformatics pipelines

Evidence-grounded scientific agents with replayable evaluation and human review — the public integration + evaluation layer for AI-for-science workflows.

Scientific-agent trace validation and reward-data prototype for AI-for-science workflows.

AI-for-Science portfolio & research-intelligence workspace — scientific agents, RAG, evaluation, on a 14-yr Argonne battery-materials record · sciencesloop.com