This is the official repo for paper InteractiveWorld A Verifiable Human-Centric Environment for Building Better Interactive MLLM Assistants
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Reproducible Docker/vLLM deployment, tuning, and benchmarks for DeepSeek V4.1 Flash on a switchless three-node or four-node DGX Spark fabric.
Runtime defense against memory poisoning in AI agents (OWASP ASI06). Drop-in for LangChain, OpenAI Agents, AutoGen, CrewAI and mem0.
On-device Vision Model - a fully offline, free vision pipeline that gives text-only models (e.g. DeepSeek) image understanding and multilingual OCR through an OpenAI-compatible local API. Only tokens are needed: no API key, no subscription, no cloud cost. Recommended for native speakers of Chinese, English, Japanese and Korean.
Deepinfer inspired implemetation on SM80 Ampere architecture. Deepest respect for DeepSeek opensource this work!
Enterprise-grade benchmark evaluating whether AI agents deliver verifiable business outcomes in real business systems — general domain, finance, supply chain, and manufacturing.
- mfg
- scm
- erp
- eval
project on fine-tuning qwen to generate text w/o letter 'e'
TranslatedChinese edition of an AI reference image gallery | Costumes (1,407 realistic sets / 1,320 animation sets), 1,499 face shapes, 1,439 pose line drawings and 1,439 depth maps, 843 anime-style (二次元) entries. Designed for AI painting, character design, and comic-drama storyboards, with support for Chinese search, multi-angle browsing, and image copying and downloading. Open-source static site that preserves the original sources and terms of use.
- ai-art
- ai-comics
- art-reference
- character-design
Official implementation of paper "Cache Engineering for Agents"
Production compatibility gateway bridge & observability platform connecting Claude Code CLI with Google Antigravity & Gemini inference models via Anthropic Messages API
bench mark for multi world model
VisSearch-Bench is a benchmark of 204 human-written tasks that test how well multimodal agents find, organize, and use visual evidence across multiple steps of web search.
LLM-powered Text-to-SQL evaluation toolkit: schema ingestion, retrieval eval, and standalone SQL judge/re-scorer.
A Long-Horizon Benchmark for Self-Improving Inference Systems
Source code of Local Code, a private AI agent for Mac, iPad and iPhone. Runs DeepSeek 4.1 on device, with Python, Node.js and a shell built into the app.
DecisionPivot: a diagnostic benchmark for decision models in LLM systems. Contrast pairs that differ in one decisive detail, generators with independent solvers, scorer and runners.
- benchmark
- calibration
- decision-making
- evaluation
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Wrap Gemini CLI as an OpenAI-compatible API service, allowing you to enjoy the free Gemini Pro model through API!
DiscoveryRSI: Recursively Learning to Discover Valuable Hypotheses
- agent-framework
- agentic-workflow
- aiforscience
- llm-agents
Investor’s Last Exam: Can AI Agents Do Equity Investment Without Seeing the Future?
BIA Bob is a Jupyter+LLM-based assistant for interacting with image data and for working on Bio-image Analysis tasks.
JevStyle: local decision models for AI agents. Classify, route and score with a probability per option. systemone-compatible local server, MCP tools, Claude Code guard. Open weights, Apache-2.0.
- agent-skills
- calibration
- claude-code
- decision-model
ReAlign models instantly, on demand. Per-request alignment for verified users and channels, or Always On. Use directly or with Hermes, OpenClaw and custom harnesses.