apple/ml-mmtoolsandbox
MM-ToolSandBox: A Unified Framework for Evaluating Visual Tool-Calling Agents
01 / MACHINE INTELLIGENCE
Models you can run. Agents you can inspect. Tools you can build on.
← All topicsMM-ToolSandBox: A Unified Framework for Evaluating Visual Tool-Calling Agents
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End-to-end benchmark for AI-generated GPU kernels, drawn from real production traces — turn a PyTorch reference into a DSL kernel (Triton, Gluon, FlyDSL, CuteDSL) and grade it on compilation, numerical correctness, and speed-of-light efficiency, on both AMD and NVIDIA GPUs.
A curated list for Self-Improvement in Foundation Model Based Agentic Systems.
An end-to-end agent project for GPU kernel implementation, analysis, profiling, and iterative optimization. It helps an agent turn PyTorch logic or an existing kernel into a high-performance GPU kernel through a structured, profile-driven workflow.
AI-assisted structural engineering workspace — natural language to structural model, analysis, code-check, and report
Schedule search agents the way an OS schedules processes.
AgentCall lets AI Agents join meetings with voice, video & screen-share to build together. Supports Google Meet, Teams, Zoom (Beta)
The first book dedicated to enterprise Agent platform engineering, from data intelligence foundations to production-ready AI-native business systems.
Posecode is a tiny language an LLM can write, designed for physiotherapy, mobility, posture, yoga, and training, that renders to an animated 3D figure in the browser. Every joint is clamped to a safe range of motion, so the result is always anatomically plausible.
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The Linux OS for AI Agents — Persistent memory, structured reasoning, and governed autonomy for any LLM. Own the state. Rent the intelligence.
The Little Book of Reinforcement Learning.
A voice companion for AI coding agents. Speaks your agent's replies so you can keep working.
Run Claude in self-improving loops to optimize measurable goals.
Open-source, self-hosted AI app builder — an agent builds real apps in isolated sandboxes on your own server, each live at a preview URL. Self-host in one command. MIT.
Helix-AGI is an Agentic AI System that uses a spatial-graph memory retrieval system. Agents receive a rolling adaptive system prompt of memories and skills that afford the agent a highly dynamic center of conceptual gravity. By avoiding long identity files and subagent-heavy workflows, Agents can develop continuously without spiraling costs.
Memory layer for coding agents: search, MCP recall, auto-context, secret redaction, stats, share and sync over the session logs Claude Code, Codex and opencode already write. One zero-dep binary.
Create 2D and 3D designs with AI.
Agentify Desktop lets Codex/Claude/OpenCode control your logged-in ChatGPT, Claude, AiStudio, Gemini, Grok, Perplexity web sessions via MCP, parallel hidden/visible tabs, file upload + image download
天枢 (Tianshu) 是一个全功能、高性能的终端编程智能体运行时(TUI)。它跳出了传统 AI 编程助手把大模型仅当成“工具”的局限,基于认知虚拟机 (CVM)、自感知层和信息素(Stigmergy)自衰减记忆构建,让 AI 成为有独立判断与认知防护的“开发伙伴”。同时针对 DeepSeek V4 做了前缀缓存工程优化(长会话实测稳态命中率 95–99%)
CLI to control iOS and Android devices for AI agents
G-MAPP: GPU-accelerated Multi-Agent Planning and Perception for Reactive Motion
Open the project to explore the idea and the code.