LLM tools, models and research · LLM Atlas

LLM Atlas

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Start with the problem you want to solve: running a model, building an application, or evaluating an answer. Browse the source material, compare its constraints with your workload, and use the discussion to share what you learned. Top combines staff picks and community activity; it is not a benchmark leaderboard.

How to choose LLM resources

Explore LLM tools, open-weight models, research papers and evaluations, with staff picks and community discussion.

Hugging Face

The leading platform for ML models, datasets, and demos — hub for the open-source AI community

tool

Ollama

Run LLMs locally with a single command — supports Llama, Mistral, Gemma, and dozens more

tool

llama.cpp

Efficient C/C++ LLM inference — run models locally on CPU and consumer GPUs with quantization

repo

Mistral 7B

Compact 7B model outperforming Llama 2 13B with grouped-query and sliding window attention

model

llama.cpp b11368

spec : add probabilistic sampling for simple draft and MTP ( #27694 ) Make the drafter probabilistic and the target verify by rejection sampling Drop stale spec_draft_q before drafting Fallback to argmax sampling for grammar-constrained requests and adding flag for enabling…

release

llama.cpp b11366

ggml-quants : avoid invalid rounding in qkx3 scale search ( #29817 ) ggml-quants : avoid invalid rounding in qkx3 scale search The imatrix scale search can produce an infinite, NaN, or otherwise out-of-range value when the fitted minimum collapses to the maximum or makes the…

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llama.cpp b11365

ggml-cpu : fix soft_max_back wrong output when dst aliases src1 ( #27096 ) ggml-cpu : fix soft_max_back wrong output when dst aliases src1 GGML_OP_SOFT_MAX_BACK is listed in ggml_op_can_inplace, so the graph allocator may assign dst to alias either src0 (dy) or src1 (y). The…

release

llama.cpp b11364

model: support nimble decision model ( #29844 ) Website: https://llama.app Attestations: https://github.com/ggml-org/llama.cpp/attestations/52332773 macOS/iOS: macOS Apple Silicon (arm64) macOS Apple Silicon (arm64, KleidiAI enabled) DISABLED macOS Intel (x64) iOS XCFramework…

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llama.cpp b11362

metal : add tensor API flash attention kernel for F16 KV ( #29570 ) metal : add tensor API flash attention kernel for F16 KV cont : add tensor FA kernels for DK=DV=512 and DK=576, DV=512 cont : support attention sinks, ALiBi and logit softcap in the tensor FA kernel cont : add…

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llama.cpp b11361

llama, server: add /v1/systemone API (models: laya, julia-1, lev, openjev, kev) ( #29818 ) init conversion convert: ok model loaded add server code improve conversion script support shared prompt prefix add docs, imorove UX a bit add vision support add openjev tiny model for…

release

DeepSeek Chat

DeepSeek's chat with extended thinking mode — strong on math, code, and reasoning tasks

chat

llama.cpp b11355

vulkan: disable large matmul tile on Samsung GPUs with 32KB shared memory ( #28531 ) Assisted-by: Claude Opus Website: https://llama.app Attestations: https://github.com/ggml-org/llama.cpp/attestations/52313922 macOS/iOS: macOS Apple Silicon (arm64) macOS Apple Silicon (arm64,…

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llama.cpp b11352

qwen4exp : optimize mask constructions ( #29824 ) qwen4exp : optimize mask constructions cont : apply the same change for GLM5-next Website: https://llama.app Attestations: https://github.com/ggml-org/llama.cpp/attestations/52303821 macOS/iOS: macOS Apple Silicon (arm64) macOS…

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OpenAI Python SDK

Official Python client for the OpenAI API — GPT, DALL-E, Whisper, and embeddings

repo

LM Studio

Desktop app to run any GGUF model locally — one-click downloads, chat UI, and local server mode

chat

Open WebUI

Self-hosted Ollama and OpenAI-compatible chat UI — full featured, RAG, multimodal, and pipelines

chat

llama.cpp b11351

ggml : add alloc_buffer_n to buffer type interface ( #23671 ) ggml : add alloc_buffer_n to buffer type interface Add alloc_buffer_n method to ggml_backend_buffer_type_i interface, with a public API ggml_backend_buft_alloc_buffer_n. Default implementation in ggml-backend.cpp…

release

Hugging Face Spaces

Host and share ML demos with Gradio and Streamlit — free GPU access for interactive applications

demo

ollama v0.35.1

What's Changed feat: allow ten web searches per response by @ParthSareen in #18602 MLX: version bump by @dhiltgen in #18651 llama.cpp: version bump b11232 by @dhiltgen in #18652 create: support explicit model capabilities by @dhiltgen in #18708 Full Changelog :…

release