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AI Development & Infrastructure shortlist

AI Model Training & Runtime

Model training, inference, compilation, and deployment infrastructure

Tool List

48 tools
sglang

sglang

SGLang is a high-performance serving framework for large language models and multimodal models

vllm-omni

vllm-omni

A framework for efficient model inference with omni-modality models

tt-metal

tt-metal

:metal: TT-NN operator library, and TT-Metalium low level kernel programming model

ms-swift

ms-swift

Use PEFT or Full-parameter to CPT/SFT/DPO/GRPO 600+ LLMs (Qwen3.6, DeepSeek-V4, GLM-5.1, InternLM3, Llama4, ...) and 300+ MLLMs (Qwen3-VL, Qwen3-Omni, InternVL3.5, Ovis2.5, GLM4.5v, Gemma4, Llava, Phi4, ...) (AAAI 2025)

mlx-audio-swift

mlx-audio-swift

A modular Swift SDK for audio processing with MLX on Apple Silicon

TensorRT-LLM

TensorRT-LLM

TensorRT LLM provides users with an easy-to-use Python API to define Large Language Models (LLMs) and supports state-of-the-art optimizations to perform inference efficiently on NVIDIA GPUs. TensorRT LLM also contains components to create Python and C++ runtimes that orchestrate the inference execution in a performant way

iree

iree

A retargetable MLIR-based machine learning compiler and runtime toolkit

torchrec

torchrec

Pytorch domain library for recommendation systems

executorch

executorch

On-device AI across mobile, embedded and edge for PyTorch

LMFlow

LMFlow

An Extensible Toolkit for Finetuning and Inference of Large Foundation Models. Large Models for All

MNN

MNN

MNN: A blazing-fast, lightweight inference engine battle-tested by Alibaba, powering high-performance on-device LLMs and Edge AI

PettingZoo

PettingZoo

An API standard for multi-agent reinforcement learning environments, with popular reference environments and related utilities

ludwig

ludwig

Low-code framework for building custom LLMs, neural networks, and other AI models

RLinf

RLinf

RLinf: Reinforcement Learning Infrastructure for Embodied and Agentic AI

PaddleFormers

PaddleFormers

PaddleFormers is an easy-to-use library of pre-trained large language model zoo based on PaddlePaddle

tvm

tvm

Open Machine Learning Compiler Framework

FlagGems

FlagGems

FlagGems is an operator library for large language models implemented in the Triton Language

xllm

xllm

A high-performance inference engine for LLM, VLM, DiT and REC models, optimized for diverse AI accelerators

awesome-japanese-llm

awesome-japanese-llm

Overview of Japanese LLMs

backend.ai

backend.ai

Backend.AI is a streamlined, container-based computing cluster platform that hosts popular computing/ML frameworks and diverse programming languages, with pluggable heterogeneous accelerator support including CUDA GPU, ROCm GPU, Gaudi NPU, Google TPU, GraphCore IPU and other NPUs

mlflow

mlflow

The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data

aioway

aioway

AI on the way. An RDBMS approach to deep learning. Declarative, explainable, scalable, optimizable, easy to deploy, all that good stuff

Megatron-LM

Megatron-LM

Ongoing research training transformer models at scale

scikit-learn-intelex

scikit-learn-intelex

Extension for Scikit-learn is a seamless way to speed up your Scikit-learn application

flower

flower

Flower: A Friendly Federated AI Framework

vllm-ascend

vllm-ascend

Community maintained hardware plugin for vLLM on Ascend

skypilot

skypilot

Run, manage, and scale AI workloads on any AI infrastructure. Use one system to access & manage all AI compute (Kubernetes, Slurm, 20+ clouds, on-prem)

LiteRT-LM

LiteRT-LM

LiteRT-LM is an open-source GitHub project focused on developer-centric engineering workflows, multi-agent orchestration, workflow automation

FastDeploy

FastDeploy

High-performance Inference and Deployment Toolkit for LLMs and VLMs based on PaddlePaddle

Model-Optimizer

Model-Optimizer

A unified library of SOTA model optimization techniques like quantization, pruning, distillation, speculative decoding, etc. It compresses deep learning models for downstream deployment frameworks like TensorRT-LLM, TensorRT, vLLM, etc. to optimize inference speed

vllm

vllm

A high-throughput and memory-efficient inference and serving engine for LLMs

dynamo

dynamo

A Datacenter Scale Distributed Inference Serving Framework

omlx

omlx

LLM inference server with continuous batching & SSD caching for Apple Silicon — managed from the macOS menu bar

litellm

litellm

Python SDK, Proxy Server (AI Gateway) to call 100+ LLM APIs in OpenAI (or native) format, with cost tracking, guardrails, loadbalancing and logging. [Bedrock, Azure, OpenAI, VertexAI, Cohere, Anthropic, Sagemaker, HuggingFace, VLLM, NVIDIA NIM]

Gemini 3.7 Flash

Gemini 3.7 Flash

Google efficiency-focused multimodal model for coding, tool use, and complex agent workflows

Mistral Large 4

Mistral Large 4

Mistral's trillion-parameter open-weight multimodal frontier model

Muse Spark 1.1 by Meta AI

Muse Spark 1.1 by Meta AI

Meta multimodal reasoning model for tool use, computer use, coding, and agentic tasks

Claude Sonnet 5.5

Claude Sonnet 5.5

Anthropic’s Claude Sonnet 5.5 model for capable, efficient work

RunInfra

RunInfra

Describe model needs in natural language and get an optimized production API

TrueFoundry

TrueFoundry

TrueFoundry provides enterprise AI deployment, model gateway, observability, and scaling workflows to run LLM and agent apps in production

InferenceX

InferenceX

Open Source Continuous Inference Benchmarking Qwen3.5, DeepSeek, GPTOSS - GB200 NVL72 vs MI355X vs B200 vs GB300 NVL72 vs H100 & soon™ TPUv6e/v7/Trainium2/3

AI Observability by OpenObserve

AI Observability by OpenObserve

Analyze logs, metrics and traces for AI applications

APIMart

APIMart

Access multiple AI model families through one API

APIAny

APIAny

Access chat, image, video, and audio models through one gateway

Jev Model Guide

Jev Model Guide

Use a typed decision model through a playground and API

LFM3 by Liquid AI

LFM3 by Liquid AI

Six open-weight 2B-class models for phones, laptops, and robots

OpenLLM

OpenLLM

Local model routing layer for coding agents, subscriptions, keys, and local models

NINX

NINX

Desktop AI workspace with local models, connected tools, and creative workflows

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