Inference · Serving ✕

Inference · Serving

underdogs · picking up speed
01
Fractal-Compute-Orchestrations/FractalCore
+69% /wk +375 ★/day↗accelerating

FractalCore schedules training tasks across mobile nodes, averages their checkpoints with FedAvg, and pays them in "Liquid MBs" — plus it slices Llama-class models into phone-sized pieces.

★ 3.8k Python ML Frameworks · explained
02
nokia-applied-research/AnyJev
+43% /wk +92 ★/day↗accelerating

AnyJev turns any open LLM into a calibrated decision engine—typed choices with probabilities you can threshold—without touching a single model weight.

★ 1.5k Python LLMOps · Eval · explained
03
cosmo-wander-ai/cosmo-edge
+38% /wk +107 ★/day↗accelerating

It packages a C++17 video analytics runtime, a browser-based pipeline editor, and async VLM nodes into a single deployable appliance stack for edge hardware.

★ 2k C Inference · Serving · explained
04
ollaya-dev/ollaya
+29% /wk +59 ★/day↗accelerating

ollaya applies Ollama's pull-and-serve ergonomics to decision models — small networks that return calibrated probabilities in a single forward pass and never generate a token.

★ 1.4k Rust Inference · Serving · explained
05
mw00/project-maya
+49% /wk +133 ★/day↗accelerating

Project Maya runs GLM-5.3-Flash privately on one to sixteen GPUs by keeping hot experts in VRAM, warm ones in RAM, and the rest on NVMe.

★ 1.9k C++ Inference · Serving · explained
06
ashhart/TensorFold
+24% /wk +52 ★/day↗accelerating

TensorFold serves a short list of open model families on Apple Silicon and NVIDIA GPUs behind an OpenAI-compatible API, and accepts a drafted token only when it equals what the same engine would emit serially.

★ 1.5k Zig Inference · Serving · explained
07
peonist-ai/halogen-flash-server
+19% /wk +30 ★/day↗accelerating

It rewrites every kernel for AMD Strix Halo and a single 179B-parameter MoE family to beat general-purpose engines without spending fewer bits.

★ 1.1k Shell Inference · Serving · explained
08
jasonxu114514/opencode2api
+19% /wk +34 ★/day↗accelerating

opencode2api fronts OpenCode Zen and Zen Go with Chat Completions, Responses, and Anthropic Messages endpoints, plus key pools, proxy rotation, and a built-in WebUI.

★ 1.3k Go Inference · Serving · explained
09
Comfy-Org/comfy-cli
+15% /wk +23 ★/day↗accelerating

comfy-cli treats ComfyUI like the server software it is: installable, scriptable, and manageable from a terminal instead of a browser tab.

★ 1k Python Inference · Serving · explained
11
gufo-org/gufo
+16% /wk +22 ★/day↗accelerating

Gufo ditches portability on purpose: a C++ inference engine built solely for AMD's Strix Halo APU, where 128 GiB of unified memory makes a dedicated engine worth writing.

★ 932 C++ Inference · Serving · explained
12
razzant/ouroboros
+13% /wk +29 ★/day↗accelerating

A local-first AI agent that persists its identity across restarts and treats rewriting its own source code as a first-class feature.

★ 1.6k Python Agents · explained
13
datawhalechina/zero-to-sglang
+13% /wk +29 ★/day↗accelerating

A tutorial that bridges the gap between inference theory and production code by making you build a working mini-sglang first.

★ 1.6k Python Learning · explained
15
bodaay/HuggingFaceModelDownloader
+13% /wk +22 ★/day↗accelerating

Go CLI that replaces guesswork with an interactive picker for model quantizations, branches, and diffusers components.

★ 1.2k Go Data Tooling · explained
16
magnitudedev/magnitude
+11% /wk +119 ★/day↗accelerating

Magnitude is an open-source agent that bundles its own local-model runner so you can skip the Ollama setup and run fully offline.

★ 7.3k Rust Agents · explained
17
mizorewww/laya-mlx
+9.7% /wk +97 ★/day↗accelerating

It brings Laya's typed-decision models to MLX so Apple Silicon can score, classify, and route structured inputs locally without generating text.

★ 7k Python Inference · Serving · explained
18
Osmantic/ODS
+7.8% /wk +85 ★/day↗accelerating

Dream Server exists because most people would rather pay OpenAI than spend a weekend hand-wiring Docker configs for local LLMs, RAG, and image generation.

★ 7.7k Python Inference · Serving · explained
19
cfregly/ai-performance-engineering
+7.3% /wk +22 ★/day↗accelerating

To house the code, checklists, and profiling recipes for an O’Reilly guide that treats AI performance as a full-stack systems problem rather than a benchmarking contest.

★ 2.1k Python Inference · Serving · explained
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