Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU. Soup Fine-tune and post-train LLMs in one command. No SSH, no config hell. Website · Quick Start · Config · Docs · Commands · Models · Discord · Product Hunt Soup turns the pain of LLM fine-tuning into a simple workflow. One config, one command, done. pip install "soup-cli[train]" # add [train] to fine-tune; bare…
Meta-Framework of Spatiotemporal Composability Cordis A Meta-Framework of Spatiotemporal Composability. Cordis is under active development. The API is not yet stable and may change without notice. Paper: A Programming Paradigm for Spatiotemporal Composability Documentation: cordis-primer
Awesome DeepSeek Agent English | 简体中文 A curated list of guides for integrating DeepSeek models into popular AI agent and coding-assistant tools. Each guide walks through installation, configuration, and first run — so you can start using DeepSeek-V4-Pro or DeepSeek-V4-Flash inside your favorite tool in a few minutes. Contents Tool Description Guide AstrBot Open-source agent assistant for Feishu, Telegram and more, extensible with skills, plugins, and MCPs. Guide Cherry Studio Open-so…
Desktop app to generate 3D models from images using local AI — runs entirely on your GPU Modly Local, open source, AI-powered image-to-3D mesh generation. Turn any photo into a 3D model using open source AI models running entirely on your GPU. Modly is a desktop application for Windows, Linux, and Apple Silicon macOS. Created by Lightning Pixel Download Head to the Releases page to download the latest installer for Windows, Linux, or Apple Silicon macOS. Alternatively, you can clone…
Open-source All in One AI agent workspace. Run any agent — Claude Code, Codex — across your tools (100+ integrations + MCP), apps, browser, and files, with shared memory. Built-in models or BYOK. The Computer for You and Your Agent Run any agent — Claude Code, Codex, or holaOS — in one local-first workspace, over your tools, your files, and one shared memory. Frontier models built in, or bring your own keys. Website · Docs · Sign in · Qui…
14MB foundation model for tiny devices; phones, wearables, smart home, and robots. Needle 2 Needle 2 is an open 45M-parameter model for tool calling, device use and structured extraction. The whole model is a single 14MB binary that runs a full session in about 28MB of RAM. It is built on our Simple Attention Network findings, compressed to CQ2-bit with Cactus Quants, and baked into its own engine. On the benchmarks below, Needle 2 trades wins with other small models like FunctionGemma 270M, LF…
Agent framework for the JVM. Pronounced Em-BAY-bel /ɛmˈbeɪbəl/Embabel Agent Framework Embabel (Em-BAY-bel) is a framework for authoring agentic flows on the JVM that seamlessly mix LLM-prompted interactions with code and domain models. Supports intelligent path finding towards goals. Written in Kotlin but offers a natural usage model from Java. From the creator of Spring. Talk to the Docs Have questions? Talk to the docs via the Embabel-powered hub — an Embabel ag…
Switchyard Switchyard is a Rust proxy and library for LLM traffic. It routes requests across providers, translates between OpenAI and Anthropic APIs, records operational metrics, and provides typed, composable routing algorithms. Why Switchyard? Point a coding agent such as Claude Code or Codex at an open-source model. Switchyard translates between the OpenAI Chat, Anthropic Messages, and OpenAI Responses formats, so the agent keeps speaking its native API while the request is served by vL…
Macro is a unified workspace for teams: email, chat, docs, tasks, agents, calls, and CRM — @-linked together with shared AI memory. Sign up · Docs · Book demo · Website · Feature requests · Contribute · Hiring Macro is the all-in-one workspace for you and your team. It unifies email + messages + docs + tasks + agents + CRM into a single fast interface with shared team-level memory. Everything in your workspace is @link…