Havuz

Reef, agent isteklerini sunma, feedback toplama, öğrenme döngüsü yürütme ve kabul edilen güncellemeleri sürümleyerek dağıtma işlevlerini bir araya getiren Python altyapısıdır.

Neden yükseliyor · Sürekli öğrenen agent'lar gündemde ve Reef, inference'tan feedback'e, eğitimden sürüm dağıtımına uzanan altyapıyı tek projede toplamayı hedefliyor. Verilen ölçümlerde 28 günde 6.122 yıldız, 362 commit ve 19 farklı yazar güçlü ilgi ve geliştirme faaliyeti gösteriyor; ancak bu veriler tek başına üretim kullanımını veya teknik başarıyı kanıtlamıyor.

Open decision models from 0.8B to 27B: a calibrated probability for every option in one pass, and a short thought only when unsure. Engine f

Run models larger than your RAM or VRAM by streaming MoE experts from SSD. Built on llama.cpp.

Run Laya, the open-source Jev-compatible System-1 decision model, from Node.js / TypeScript via ONNX Runtime

ReAlign models instantly, on demand. Per-request alignment for verified users and channels, or Always On. Use directly or with Hermes, OpenC

Local inference for diffusion language models (LLaDA, Dream), written in Mojo

Berth is a lightweight GPU resource manager written in Go. It controls which applications get access to your GPU, when they get it, and how

llama.cpp fork that abliterates at inference

pooled, birden fazla cihazın tarayıcı GPU’larını WebRTC üzerinden birleştirerek büyük open model’leri birlikte çalıştırmasını sağlayan bir LLM inference projesidir.

Neden yükseliyor · 27 günlük yaşına göre 461 yıldız ve son 28 günde 90 commit güçlü bir erken ilgi ve geliştirme temposuna işaret ediyor. Tarayıcıdan katılımla cihazları birleştirme fikri, yerel inference ve donanım paylaşımı ilgisini çekebilir; ancak yalnızca 2 farklı yazar olduğundan aktivite geniş bir katkıcı topluluğunun kanıtı değil. İlginin nedenini kesin olarak belirlemek mümkün değil.

Qwen3.8-Flash-Next (125B MoE) up to 1M context on one or two RTX cards (tuned on 3080 10gb). A measured, tuned and benchmarked fork of Str

Kyojin: open-source engine that runs 100 GB-class open models (GLM-5.3, Qwen3.8, DeepSeek V4.1) on one desktop machine. AMD Strix Halo, NVID

Run MoE models bigger than your RAM. Frontier-size MoE on a phone, laptop, edge. Lossless, on stock llama.cpp. An adaptive streaming optimiz

Agent Mesh

A MoE inference engine you can read in an afternoon.

🧱 Experimental library for building inference engines

ModelSphere is an open-source LLM inference infrastructure designed to make production-grade model serving simple, efficient, and continuous

Pure-Rust MoE inference engine for Qwen3.5/3.6/3.8 GGUF. CPU+GPU hybrid experts, NVRTC CUDA kernels, OpenAI-compatible server. 2x llama.cpp

⚡ Native MLX Swift LLM inference server for Apple Silicon. OpenAI-compatible API, SSD streaming for 100B+ MoE models, TurboQuant KV cache co

Benchmark local LLM serving by replaying real agent trajectories

A native .NET LLM inference engine and agent runtime for GGUF models. TensorSharp provides a console application, a web-based chatbot interf

Bilingual English and Mandarin text to speech in C++ and GGUF. Voice design, cloning, direction and experimental voice conversion. Vulkan ba

NeMo-Speech.cpp is a lightweight C++ inference runtime for Speech models

Run any local LLM engine, auto-tuned to your GPU — polished web UI + OpenAI/Anthropic-compatible API. Point Claude Code at your own machine

Your AI intranet: network the computers you already own for inference and training.

An open-source inference engine for AI functions in SQL

From PyTorch model to end-to-end TensorRT inference experience in two commands—AI-native, cross-platform, and built for the best possible us

The lowest-overhead LLM router. Production-ready, highly available, one OpenAI-compatible endpoint in front of 80 providers and your own vLL

An agentic system that auto-optimizes LLM workloads on AMD GPUs.

Camelid: a Rust-native local inference backend with evidence-gated model compatibility.