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Kits of AI agent skills, rules and prompts

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OLMoE-1B-7B-0924

allenai · Kit

Continues English text with a small-cost Mixture-of-Experts model that has 1B active and 7B total parameters. Fully open code, data and checkpoints make it a f…

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Olmo-3.1-32B-Think

allenai · Kit

Reasons step by step in English before it answers, which helps with math and coding questions. A 32B open model from allenai with published code, checkpoints a…

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Qwen3.5-35B-A3B-GGUF

unsloth · Kit

Reads text and images, writes code and calls tools on your own machine, as Unsloth's refreshed GGUF files for the Qwen3.5 35B-A3B vision-language model. For de…

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K2-Horizon-3.7B

IFM · Kit

Handles coding, reasoning and agent-style tasks as a small open model with a 512K token context window. Built by IFM for people who want public training data,…

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GigaChat3.5-432B-A28B

ai-sage · Kit

Generates text in Russian and English for chat, code, reasoning and tool use. A 432B Mixture-of-Experts model with 28B active parameters, aimed at teams that h…

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Chats in Russian and English, writes code and calls functions, as a compact mixture of experts model in GGUF files. For people who run assistants on their own…

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VieGem-ASR

5CD-AI · Kit

Transcribes Vietnamese and mixed Vietnamese and English speech, offline or in 0.48 second streaming chunks, with a 359M-parameter model on Google's EmbeddingGe…

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ActionCodec2

ZibinDong · Kit

Turns robot arm motion into compact tokens and back, in 34 ready-made tokenizer variants. For robotics researchers who train models that read and write robot a…

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MiMo-V2.5-ASR

XiaomiMiMo · Kit

Transcribes speech in Mandarin, English and Cantonese, including Chinese dialects, code-switching, song lyrics, noisy audio and multi-speaker meetings, with pu…

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Unity Coder 7B

vishnuOI · Kit

Answers Unity game development questions and writes C# scripts, XR code and editor tools, as a fine-tune of Qwen2.5-Coder-7B-Instruct. For Unity developers who…

New

Qwen3.6-27B-MTP-GGUF

unsloth · Kit

Codes and reasons with Qwen3.6 27B in GGUF files by Unsloth that carry multi-token prediction, which the card says speeds up replies about 1.5 to 2 times with…

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Wan2.1-VAE-upscale2x

spacepxl · Kit

Replaces the Wan2.1 VAE decoder with one that upscales images 2x and removes speckle and grain artifacts, for ComfyUI and diffusers. For people who generate im…

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Flint NVFP4 GGUF

RecursiveSI · Kit

A 4-bit NVFP4 copy of the Recursive Flint text model as one GGUF file, built for NVIDIA GPUs through llama.cpp. For developers running a large local model with…

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Qwen3-1.7B-Base

Qwen · Kit

Continues text and code as a 1.7B base language model pre-trained on 119 languages. For developers who want a small model to fine-tune or test.

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A 14.8B code model tuned to follow instructions. It writes, explains and fixes code from plain requests, and runs through the transformers library. Suits devel…

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Chats, writes code, solves maths and returns structured JSON as a 7.6B-parameter instruction-tuned model with a context window up to 131,072 tokens. Suits deve…

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Laguna XS 2.1

poolside · Kit

Writes code and works through long coding tasks with tool calls, using a 33B mixture-of-experts model that activates 3B parameters per token. For developers wh…

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Rostam-S1-4B

officialmobai · Kit

Reasons step by step through math, physics, scientific code and Persian or English questions, with tool calling. A 4.1B model built on Spark-X2.6-4B, for peopl…

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IMUDINO

Octopus1 · Kit

Turns motion-sensor recordings (accelerometer and gyroscope) into feature vectors with a PyTorch encoder. It suits researchers who build models on inertial sen…

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NousCoder-14B

NousResearch · Kit

Writes code for competitive programming problems, a Qwen3-14B model trained further with reinforcement learning on 24k problems with checkable answers. For dev…

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Hermes-3-Llama-3.2-3B

NousResearch · Kit

A 3.2B chat and assistant model that follows instructions, calls functions, writes structured output and code. For developers and hobbyists who run a model on…

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Importance-matrix GGUF quants of the Qwen3.8-27B-CodeForge-3xMerge model, from about 11 GB to 22.5 GB, for local use. For people running 27B models on their ow…

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A 7.6B coding model from moolvylabs in GGUF form, released as a beta for testing and feedback. The card is short and gives no run steps, benchmarks or training…

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VoiceTut-TTS

mohammedaly22 · Kit

Egyptian Arabic text-to-speech with Arabic and English code-switching, 19 built-in voices, voice cloning and streaming of long text. For developers and creator…

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phi-2

microsoft · Kit

A small text generation model that answers questions, continues chat dialogue and completes code. Made for researchers and developers who want a compact open m…

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LongCat-2.5-W4A4

meituan-longcat · Kit

Multimodal mixture-of-experts model for long agentic tasks such as codebase work, full project builds and creative design, in a compressed W4A4 build. For team…

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TAEF2

madebyollin · Kit

Previews FLUX.2 image generation in real time with a tiny autoencoder that shares the FLUX.2 VAE's latent format. For image app developers and people with limi…

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Runs as a local text model, a Qwen3.6-35B-A3B fine-tune trained on data written by Qwen3.8-27B and packed as one GGUF file for llama.cpp. For people who run mo…

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KAT-Coder-V2.5-Dev

Kwaipilot · Kit

An open-weight coding model from Kwaipilot, a mixture-of-experts with 35B total and 3B active parameters, tuned for agentic coding and fewer tool-call glitches…

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Debugs and reviews code by checking real files before it proposes a fix, a Qwen3.8-27B fine-tune trained on 195M tokens of reasoning traces. For developers who…

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Slonik-27B-oQ8-mtp

kakoka · Kit

Helps write and change PostgreSQL source code with a 27B coding model, 8-bit quantized to run locally on Apple Silicon Macs through oMLX. For PostgreSQL develo…

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A mixed-precision MLX copy of Qwen3.8-27B at about 6.9 bits per weight, with the vision encoder and multi-token prediction head included, for running locally o…

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A mixed-precision MLX copy of Qwen3.6-35B-A3B at about 6.8 bits per weight, with the vision encoder and multi-token prediction head included, for running local…

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Writes code, calls tools and works through software tasks as a coding agent. A 27.8B fine-tune of Qwen3.8-27B by Jackrong, trained on about 200,000 code and re…

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granite-4.2-3b

ibm-granite · Kit

Reasons step by step before it answers, with tool calling, code generation and multilingual chat, in a compact 3B model from IBM. Supports a 128K context nativ…

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Holo4-27B

Hcompany · Kit

Looks at screenshots and decides the next click, keystroke, code run or tool call, built on Qwen3.8-27B. A computer-use model for web, desktop and mobile agent…

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Runs a 27B Qwen3.8 model in GGUF files retuned for Intel Arc GPUs, with pure decode near 22 tokens a second in the author's tests. For people running llama.cpp…

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LeVJEPA 1.5 Large

galilai-group · Kit

Encodes video clips and single images into feature vectors, trained by self-supervised learning on about 5,300 video hours. A video encoder for researchers, un…

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V-JEPA 2

facebook · Kit

Turns videos and images into embeddings for video classification, retrieval, or as the video encoder of a vision-language model. Built by FAIR at Meta for deve…

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CLM-v0.1-8B

Contrastive-LM · Kit

Scores candidate answers, actions or tool names for a given state with a probability each, instead of writing text. A fast decision model on a frozen Qwen3-8B…

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KAT-Coder-V2.5-Dev GGUF

bartowski · Kit

Imatrix GGUF quantizations of Kwaipilot's KAT-Coder-V2.5-Dev, a 34.7B text model, with 4-bit files of about 19 GB or more. For people who run a large coder-nam…

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Gives Mac users calibrated 2-bit and 4-bit GGUF files of DeepSeek V4.1 Flash, plus a separate vision encoder, for DwarfStar's Metal engine with SSD streaming.…

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stationhouse

alxcspr · Kit

Holds sparse autoencoder checkpoints, logs and feature census files for Marin-32B, with a TopK SAE of width 65536 for each of its 64 layers. A research archive…

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Writes and explains code and works through reasoning problems, from a weighted merge of three Qwen3.8-27B fine-tunes. For developers who want one general-purpo…

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RubatoCodec

third-intelligence · Kit

Compresses speech into a fixed number of variable-length events with durations, and decodes them back as it streams. A neural speech codec for people building…

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sd-vae-ft-mse-original

stabilityai · Kit

Replaces the autoencoder in Stable Diffusion with a fine-tuned decoder that reconstructs images, especially faces, more smoothly. Suits people running the orig…

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Jasper-K-35B-MoE

ragentile · Kit

Writes GPU kernels and improves their speed through repeated tries against a test environment. A mixture-of-experts model trained from Qwen3.6-35B-A3B with rei…

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Jasper-K-32B

ragentile · Kit

Writes GPU kernels and improves their speed through repeated tries against a test environment. A 32B model trained from QwQ-32B with reinforcement learning, fo…

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Qwen3-14B

Qwen · Kit

Reasons through hard problems in a thinking mode and answers everyday chat in a faster non-thinking mode, as a 14.8B-parameter open model. Suits developers who…

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Writes, explains and fixes code as the largest instruction-tuned model in the Qwen2.5-Coder family, at 32B parameters. For developers who run a strong open cod…

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