让 AI 写的中文读起来像一个具体的人在说话。通用创作与改稿 Skill，开箱即用。

Skills for Real Engineers. Straight from my .agents directory.

Three reward hacking environments: code, medical chat, biography generation. This repo contains code for the paper "Designing Effective Monitor-Based Interventions for Mitigating Reward Hacking Dur…

talkie is a vintage language model from 1930

Information hub for our project training the largest possible historical LLMs.

🚀 An open-source, hands-on curriculum bridging the gap from basic RL concepts to LLM alignment, RLVR, and advanced Agentic systems.

Open source code for paper "Hista and Numca: Estimate State Value Effectively for Large Language Model Reinforcement Learning"

(ICLR 2026 Oral) Code for the paper: Reducing Belief Deviation in Reinforcement Learning for Active Reasoning of LLM Agents

Graphs that teach > graphs that impress. Turn any code into an interactive knowledge graph you can explore, search, and ask questions about. Works with Claude Code, Codex, Cursor, Copilot, Gemini C…

Pre-indexed code knowledge graph, auto syncs on code changes, for Claude Code, Codex, Gemini, Cursor, OpenCode, AntiGravity, Kiro, and Hermes Agent — fewer tokens, fewer tool calls, 100% local

An Automated AI Agent Tool for Plotting Your Data in Any Paper's Figure Style.

AI turns documents or topics into real, native PowerPoint decks—with native shapes, transitions and animations, data-backed charts and tables on demand, audio narration from speaker notes, and supp…

From Automated Idea Factory to Realization

Χ-Bench: Can AI Agents Automate End-to-End, Long-Horizon, Policy-Rich Healthcare Workflows?

A general framework for strategically scaling evaluation-driven discovery loops, discovering state-of-the-art solutions on 21 open-ended problems.

Causal Inference for the Brave and True的中文翻译版。全部代码基于Python，适用于计量经济学、量化社会学、策略评估等领域。英文版原作者：Matheus Facure

7/24 Office — Self-evolving AI Agent system. 36 tools, 10,000 lines pure Python, modular architecture, MCP plugins, three-layer memory, nudge system, AI mirror, 24/7 production.

Official code for NeurIPS 2025 paper "AutoDiscovery: Open-ended Scientific Discovery via Bayesian Surprise"

🤖️ A collection of papers, blogs and projects of research agents.

⚒ Evolutionary self-improvement for Hermes Agent — optimize skills, prompts, and code using DSPy + GEPA

[NeurIPS 2025 D&B Track] MLR-Bench: Evaluating AI Agents on Open-Ended Machine Learning Research

(ICLR'26 Oral + ICML'26) Learning to Seek and Use Information: Agentic Active Reasoning under Partial Observability

Open-source autoresearch powered by autonomous coding agents. Run Claude Code, OpenCode, and Codex with grading, shared knowledge, and multi-agent evolution. Accepted at COLM 2026.

An open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories, tools, skill, subagents and message gateway, it handles different levels of…

Bash is all you need - A nano claude code–like 「agent harness」, built from 0 to 1

A benchmark for evaluating LLMs on open-ended CS problems. Exploring the Next Frontier of Computer Science.

[ICLR 2026] "On the Thinking-Language Modeling Gap in Large Language Models"