🦉 Data Versioning and ML Experiments
The AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.
This is the development home of the workflow management system Snakemake. For general information, see
Dev environments for numerous languages based on Nix flakes [maintainer=@lucperkins]
:cloud: :rocket: :bar_chart: :chart_with_upwards_trend: Evaluating state of the art in AI
The open-source governance layer for AI agents: write the rules declaratively, Bernstein enforces them and produces the verifiable, replayable record. Free, Apache-2.0. https://bernstein.run
Presentation-Ready Data Summary and Analytic Result Tables
🦖 ClawBio - The first bioinformatics-native AI agent skill library. Local-first. Reproducible. Open. Free.
SécurixOS is a NixOS-based secure operating system tailored for small to medium-sized teams. It provides a minimal, hardened environment with strong isolation, reproducibility, and policy-driven configurations to ensure operational security and compliance.
fMRIPrep is a robust and easy-to-use pipeline for preprocessing of diverse fMRI data. The transparent workflow dispenses of manual intervention, thereby ensuring the reproducibility of the results.
Declarative and reproducible Jupyter environments - powered by Nix
A tool to create visual HTML reports from collections of CSV/TSV tables
AgentLab: An open-source framework for developing, testing, and benchmarking web agents on diverse tasks, designed for scalability and reproducibility.
FPF (First Principles Framework) Library: a library of methods and pattern languages for engineering, research, management and human development, used by people and AI agents. Includes FPF Core, domain frameworks (DPFs) and Suites.
Creating realistic RL environments requires collaboration between researchers, engineers, and domain experts across many dimensions: artifacts, environments tools, dynamism of the environment, reproducibility, and more. There is no open source framework for building these environments effectively. Until now.
VeriRepro: Evidence-grounded reproduction for computational papers.
Contest-native, evidence-focused math modeling workflow for Codex and Claude Code
A modular Python foundation for reproducible computational and autonomous laboratories. Alpha; the reference profile is simulator-only.
Public reproducibility bundle for open-world deep-research reasoning evaluation
Trace changed experiment results to the numbers, claims and figures in your LaTeX paper. Offline bilingual review, safe numeric patches and read-only MCP tools.
Python-first systemic-risk research software for evidence-graded, bitemporal dependency graphs. Import JSON, CSV, GraphML, or NetworkX; run bounded shocks, compare constrained interventions and sensitivity surfaces, and export recomputation-verifiable RiskPacks. Includes 16 scenario-only cases and 11 connector contracts.
Agent eval on one running base. Swap the agent under test with plugins; run the same dataset anywhere.
Find which script, notebook, data, command, or AI agent produced a file — locally, with evidence and honest uncertainty.
Reproducibility materials for reliability-aware tennis groundstroke profiling from monocular 3D human recovery
从选题到可复现发布:十个可独立安装的科研 agent skill —— 顶会/期刊论文、科研绘图、基金 proposal 撰写、方法迭代到 SOTA、冷审与代码数据发布。Ten installable agent skills for research: scientific figures, conference and journal manuscripts, research funding proposals, method development, cold review and artifact release.
PaperBench High-Difficulty and Expanded Tasks: paper reproduction beyond machine learning. 93 tasks in 12 research areas, run in domain-native software and graded by clean replay. 12 public tasks.
Author-in-the-loop toolkit for turning mature CFD evidence into defensible research directions, reproducible figures, and traceable scientific prose.
Static reproducibility checks, experiment replay, and verification for ML pipelines.
Reproduction package for "Harness as a Language: A Minimalist Agent Framework With Maximal Expressivity" — ten agent arms across AppWorld and StuLife
Elbi gives your data agent a verified fact store.
Unified reproductions, benchmarking & evaluation for perception-aware RLVR and OPD in VLMs. 19 methods · 30+ benchmarks · Official code of CGPO (ACM MM 2026 Oral).
A platform for structuring AI research and studying physics of AI
Scientific reliability layer for AI-assisted biology: evaluates what evidence warrants, caps unsupported claims, audits analytical validity, and prevents silent scientific overreach.
Qwen3.8-27B NVFP4 (W4A16 shipped recipe) + MTP on NVIDIA DGX Spark GB10/SM121 — vLLM v0.27.2rc0, FP8 KV, 262K context, full reproducibility pack
YOLO11 research prototype for detecting people associated with potentially dangerous objects in public-area imagery, with thesis evidence, reproducibility notes, and responsible-use guidance.
Code and reproducibility artifacts for reconstructing megakernel persistence with CUDA PDL
PromptLedger - version prompt templates, run deterministic comparison snapshots, score candidate responses, and ship diffable experiment reports. Python core plus a Go companion CLI.
Probability-aware evaluation for typed decision models: calibration, selective risk, latency, and reproducible benchmarks.
Sparse-supervision LLM routing that accounts for upfront feedback acquisition and deployment payback.