Research artifacts for provenance-bound agent authorization, signed effect evidence, and reproducible security evaluation.
The highly anticipated open-source repository for JEV as Policy enables one-click setup of the simulation environment. Evaluations of Astra + JEV on benchmarks such as RoboTwin will also be released soon.
A self-evolving skill framework for evaluable agent tasks, with reproducible multi-domain validation experiments.
Multi-source risk-aware graph learning for financial statement fraud detection under strict temporal evaluation.
Typed judgment tools for MCP agents. TypeSafe's Jev model as verify, screen, find, classify, rerank, decide, compare, extract, review, gate, and score: the model judges, policy decides auto, review, or escalate.
A ResNet50-DCBAM deep learning framework for plant disease classification using the PlantVillage dataset with reproducible training and evaluation pipelines.
Jev-powered relevance filtering and reranking for RAG in Python.
ReaLVR: Grounding latent visual reasoning in visual evidence. Training and evaluation code.
Tools Are Not Islands: Set-Level Tool Retrieval for LLM Agents via Query-Conditioned Hyperedge Prediction
Rag evaluation using DeepEval
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Open-source AI-assisted NIW/EB1A/O1 petition preparation — from free evaluation to filing package. Not legal advice.
Can coding agents build the agent you actually want? A benchmark of 25 agent software engineering tasks across creation, editing and optimization.
A minimal coding-agent harness built to measure what context management actually costs: constraint survival after compaction (8%→83%), default-FAIL verification against false completions, and KV-cache prefix design (21%→90%). Stdlib-only, real deepseek-chat runs
Local-first OCR-VLM multimodal document retrieval and independent evaluation prototype.
Learning to Evaluate Before Improving: Automatic Rubric Induction for Automatic Research Agents
Evidence-first game operations incident investigation agent with read-only MCP tools and reproducible evaluations.
A benchmark for scientific research agents, evaluating end-to-end paper reproduction across 12 research areas.
Open, reproducible TTS/STT evaluation toolkit: WER/CER via Whisper ASR, NISQAv2, audio health, and prosody metrics with offline black-and-white reports.
Beyond RAG: An open-source agentic healthcare search framework using Gemini and Google ADK for query fan-out, evidence retrieval, grounding, citation evaluation, and trustworthy healthcare information discovery.
Static ads con l'AI: concept, routing Higgsfield vs CSS deterministico, eval e self-learning per Claude Code
A local evaluation lab for decision models. Compare accuracy, speed and memory requirements through an interactive dashboard, inspectable test cases, workflow replays and shareable reports.
Zero-dependency local-first AI memory engine: graph memory, multimodal ingestion, reranking, temporal reasoning, hash-chained ledger, capsule compression, memory formation + runtime layers. 52 MCP tools (41 native + 11 compatible). MIT.
A self-hosted AI agent runtime with WebUI, MCP tools, context governance, and Record & Replay for deterministic execution & evaluation.
Curated list of open-source LLMOps tools: tracing, evals, AI gateways, guardrails and prompt management. Sorted by stars, refreshed weekly.
The Cost of Remembering: filesystem memory matches long-context accuracy on LongMemEval while reading 97% fewer tokens and costing 95% less. Harness, run data, 129 agent-built memories, and paper source.
Small System One decision models (17M–400M) for Yes/No, Choice, Score, and reranking. Training toolkit, Python inference, and ONNX support for Node.js and browsers.
A Benchmark for Retrieving Papers that Inspire New Research
[ACM MM 2026] Beyond Visual Similarity: Entity-Aligned Retrieval for Knowledge-Based Visual Question Answering
NEEDLE. A live search and retrieval benchmark from Keenable.ai
Information-Set MCTS-inspired agent and reference simulation for the Pokémon TCG AI Battle Challenge — belief-based decision policy, deck architecture, and evaluation harness for the Strategy Category submission.
研迹 ResearchTrail|本地 AI Native投资研究工作台。串联证券、组合、证据报告、论点复审与 Today 简报,让研究有据、判断留痕。Python 业务内核 · Electron 桌面 · 可复现 Agent 评测。
PAST-Bench: Benchmarking the Foundations of Recursive Self-Improvement in Personal Agents
Reproduction package for "Harness as a Language: A Minimalist Agent Framework With Maximal Expressivity" — ten agent arms across AppWorld and StuLife
End-to-end spoken language understanding toolkit: a small trainable neural audio codec with RVQ, joint intent-and-slot models over speech features, streaming partial intents, a speech-LLM instruction data pipeline, and turn-level evaluation with reproducible reports. NumPy core with a CPU-only torch extra; synthetic data only, fully offline.
SolveEdit-Plan and evaluation code for SolveEdit
Argolink-focused LLM evaluation and regression workflow for GPT-6 Sol.
GPU-accelerated evaluation of perturbation prediction models
A stress-testing benchmark for partial-completion evaluators in stateful multi-turn agents, focusing on temporary progress, rollback, and attribution failures.
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Unified reproductions, benchmarking & evaluation for perception-aware RLVR and OPD in VLMs. 19 methods · 30+ benchmarks · Official code of CGPO (ACM MM 2026 Oral).
Your coding agent says done. Show the receipt. Evidence-first workflows, practical skills, and plugins for Claude Code and Codex.
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Local AI Personal Knowledge Base Q&A · Full‑Link RAG Practical Implementation (Hybrid Retrieval + Rerank Fine‑Ranking + Citation‑Enabled Generation)
Argolink-focused retrieval workflow and model integration for GPT-6 Sol.
MMOOC: A Comprehensive Benchmark for Out-of-Context Evaluation in Multimodal Large Language Models
A Retrieval-Augmented Generation assistant for hotel guest support — case study on the Hilton Yaounde, built with Hugging Face Transformers, sentence-transformers and pypdf
🌊 Evaluation infrastructure for self-evolving agents, on the Harbor task standard.
Scientific reliability layer for AI-assisted biology: evaluates what evidence warrants, caps unsupported claims, audits analytical validity, and prevents silent scientific overreach.
A reinforcement learning environment for PCB autorouting, built on KiCad's push-and-shove router. Includes a decoder-only PPO/GRPO agent, LLM tool-calling and rule-based baselines, and a uniform 3-stage evaluation pipeline. The routing engine ships separately as the PCBWorld-Engine submodule (GPLv3).
A modular local AI agent built with Python and Ollama, featuring tool calling, memory, web search, document processing, embeddings, and RAG.
OpenVEX feed and NixOS module to manage NixOS CVEs, evaluated against your system's configuration.
Type-aware, evidence-backed delivery contract for AI coding harnesses. Different agents in. One predictable human handoff out.
Benchmark of report fidelity for browser agents: does the agent's final report tell the truth about what it actually did?
[Evaluation] Can Minimax-H3 Reason About the Physical World?
A minimal framework for Agents to research quantitative strategies under a fixed evaluation protocol.
面向"面试官 × 简历主人公"场景的个人简历 RAG 问答 Agent:把简历、证书、荣誉、项目介绍放进知识库,面试官可对简历任意提问(自我介绍、项目深挖、技术八股、HR 素质、简历细节),系统以第一人称自然作答。核心设计是"宽松推理 + 诚实标注"——硬事实(数字/日期/证书名)必须来自检索,证据不足时强制标注"根据现有知识库推测"而非编造。支持多轮追问记忆、检索兜底链、置信度分级回答、访问码闸门与 IP 限流防刷。
Cross-border commerce Agent prototype with retrieval, order tools, persistent memory, and observable execution
Independent, evidence-based map of when TypeSafe's Jev actually holds up vs. breaks down — real API-call receipts, not a leaderboard. 中文為主的雙語 repo。
RLCDAlignBench: 44 alignment-failure detection benchmarks and code for 'Just Ask Jev' (RLCD zero-shot detector of AI alignment failures)