strands-decider-2B-qwen3.5-v1-2610
StrandsAgents · Kit
Makes fast decisions for agent workflows by picking among options and rating things on a scale, with a calibrated confidence for every answer. For developers w…
StrandsAgents · Kit
Makes fast decisions for agent workflows by picking among options and rating things on a scale, with a calibrated confidence for every answer. For developers w…
Qwen · Kit
Reads text and images and writes text, as a 27B Qwen model with a vision encoder and a 262,144-token native context. For developers who build assistants and ag…
peculiar-ragdoll · Kit
Compressed GGUF copies of the 4B Spark-X2.5 coding model, tuned for long context on GPUs with about 6 GB of memory. Made for developers who want a local coder…
microsoft · Kit
A Microsoft multimodal model for images and video that reads video the way a codec stores it, keeping only the patches that change. It suits developers and res…
InternScience · Kit
Runs Sage-A1.5, a 35B mixture-of-experts agentic model for long scientific tasks, as a 4-bit GGUF file. It can split work across subagents and check its own pr…
IFM · Kit
Writes text, code and reasoning answers with a 512K-token context window, for developers and researchers who want an open dense model whose training data, code…
ibm-granite · Kit
Reasons step by step, writes code, calls tools and chats in several languages with a context of up to 128K tokens, extendable to 512K. IBM's dense 8B model, fo…
Grawnch · Kit
Runs a heavily compressed copy of the 2.8T-parameter Kimi-K3.1-Pro, tuned for coding and math. Made by Grawnch with a three-tier mixed-bit scheme, for people w…
DRUPEs · Kit
A 2B coding and chat model built on MiniCPM5-2B that is much better at web apps needing several features in one component. For developers who want a small loca…
Comfy-Org · Kit
Repackaged Qwen3.5 2B, 4B and 9B model files for ComfyUI's text encoder folder, in bf16 and two quantized styles for the 9B size. For ComfyUI users who need a…
sensenova · Kit
Builds short videos by writing and rendering executable code, with a 27B model fine-tuned from Qwen3.8-27B. Suits motion designers, teachers and marketers who…
MineAITechnology · Kit
A small 355M English chat model from MineAI Technology that follows a simple User and Assistant format. A research-grade model that stops cleanly and writes sh…
kkt94 · Kit
Answers questions about video clips with a 5.1B model that joins a frozen V-JEPA 2.1 video encoder to Qwen3-4B-Instruct-2507, for people who need video underst…
kkt94 · Kit
Answers questions about video clips with a 2B model that joins a frozen V-JEPA 2.1 video encoder to Qwen3-1.7B, for people who need video understanding on one…
kkt94 · Kit
Answers questions about video clips with a 4.2B model that joins a frozen V-JEPA 2.1 video encoder to Llama-3.2-3B-Instruct, for people who need video understa…
kkt94 · Kit
Answers questions about video clips with a small 1.5B model that joins a frozen V-JEPA 2.1 video encoder to Llama-3.2-1B-Instruct, for people who need video un…
prithivMLmods · Kit
A repacked copy of ccore's Qwen3.5-4B-3D-Coder, a small model tuned to write coding answers and Three.js 3D scenes, with GGUF files that support multi-token pr…
lapadatbogdan · Kit
Runs a pruned GLM-5.3-Flash coding and agent model on a home PC, as GGUF files in five quant sizes. It keeps 152 of 288 experts per layer, cutting a 321B model…
kkt94 · Kit
Answers questions about video clips by joining a frozen V-JEPA 2.1 video encoder to Llama-3.1-8B-Instruct, made for people working on video understanding.
InternScience · Kit
Works through long scientific tasks as an agent that delegates to subagents, checks its own progress and revises its plan. A 35B mixture-of-experts model for r…
gertelrina · Kit
Detects 12 kinds of audio degradation in speech recordings every 20 ms, such as noise, reverb, clipping and codec artefacts. Meant for cleaning speech datasets…
empero-ai · Kit
Reasons step by step before it answers, using a 35B mixture-of-experts model that activates about 3B parameters per token. Distilled from Qwen3.8 teacher trace…
Qwen · Kit
Turns text into vectors for search, code retrieval, classification and clustering, in over 100 languages. The 8B model in Qwen's embedding family, with adjusta…
Qwen · Kit
Runs Qwen3-8B as quantized GGUF files in llama.cpp or Ollama, with a thinking mode for math, code and logic and a plain mode for chat. For people who want a lo…
kkt94 · Kit
Answers questions about video clips with a 9.2B model that joins a frozen V-JEPA 2.1 video encoder to Qwen3-8B, for people who need video understanding on a GP…
robbyant · Kit
Encodes tactile sensor signals into latent features for robot manipulation research, covering magnetic, piezoresistive and visuotactile sensing. The repo holds…
lucidml · Kit
Makes video from one start image while you hold keys, frame after frame, streamed to a browser. Weights and inference code for a world model trained on GTA5 ma…
LBH-123-AI · Kit
Upscales Minimax H3 video latents directly, so you can generate at low resolution and refine at the target size without a decode and re-encode. For people runn…
deepseek-ai · Kit
Generates text with a 684B reasoning model trained mainly through reinforcement learning, aimed at math, code and logic. Suits researchers and teams who host l…
DeepHat · Kit
A 7B coding model tuned for cybersecurity and DevOps work, fine-tuned from Qwen2.5-Coder-7B. For security and operations engineers who want a small local model…
reflection · Kit
An open instruction-tuned text model from Reflection with 501B parameters, 23B active at a time and a 1M-token context, aimed at coding, tool use and reasoning…
Qwen · Kit
Gives researchers and developers a pre-trained 9B base model with a vision encoder, meant for fine-tuning and experiments rather than direct chat. Handles text…
Jackrong · Kit
Helps with coding and tool-using agent work as a GGUF fine-tune of Qwen3.8-27B, trained on about 200,000 code, agent and reasoning examples. For developers who…
Qwen · Kit
Runs a 7B instruction-tuned coding model from Qwen on your own machine, packed as GGUF files in eight quantization levels. Made for developers who want code he…
ccore · Kit
Writes a complete Three.js page for a game asset you describe, with a 3D preview and an Export GLB button. A fine-tuned Qwen3-1.7B in GGUF that runs on modest…
XiaomiMiMo · Kit
A 9B agentic model from Xiaomi MiMo, fine-tuned from Qwen3.5-9B for coding, agent tasks, visual coding and cybersecurity, released as a starting point for rese…
Qwen · Kit
Turns text into number vectors for search, retrieval, classification and clustering, in over 100 languages including code. The smallest, 0.6B-parameter text em…
Teriminal-RSI · Kit
Works through multi-step terminal tasks such as inspecting a repository, editing code and repairing dependencies. A 27.8B-parameter agent model built on Qwen3.…
google · Kit
Google's Gemma 4 12B Unified model, an open model that reads text, images, audio and video and writes text, with a 256K context and no separate encoders. For d…
tencent · Kit
Generates text, code and documents with a Mixture-of-Experts model of 770B parameters that activates 49B and handles up to 1M context. For teams with the hardw…
memorilla · Kit
Holds memory-module checkpoints for Memorilla, which add a memory to a frozen Qwen3-8B model through a Qwen3-Embedding-4B encoder. For researchers testing memo…
Comfy-Org · Kit
Packs Tencent's WeVisOne-VL model files for ComfyUI, in 4B and 2B sizes with BF16 and int8 versions. For ComfyUI users who need the files in their text encoder…
ISTA-DASLab · Kit
A coding-focused GGUF build of Qwen3.8-Flash-Next with half its experts removed, cutting 354 GB at BF16 to 58.4 GB while keeping image input. For people with l…
RecursiveSI · Kit
A 39.8B mixture-of-experts language model for coding agents that investigates codebases, fixes bugs, adds features and writes tests. For developers who run the…
aj9o9 · Kit
A GGUF draft model that speeds up Qwen3.8-27B in llama.cpp through speculative decoding, reaching about 125 tokens per second on code and math on one RTX 3090.…
ISTA-DASLab · Kit
An expert pruned and quantized GGUF of DeepSeek-V4.1-Flash-1017 from ISTA-DASLab, aimed at code and agent work, with transformer weights of 72.1 GB. Suits deve…
Quazim0t0 · Kit
Runs a calculator, Python and a C compiler inside its own weights, using 13 extra layers placed ahead of Qwen3.5-4B. For researchers and tinkerers who study mo…
google · Kit
Google DeepMind's open embedding model that places text, code, images, video and audio in one 768 number vector space, built to run on laptops and phones. Suit…
gagan3012 · Kit
A Gradio app from gagan3012 that, going by its model names, describes a picture in words by pairing a ViT image encoder with a GPT-2 text decoder. For people w…
facebook · Kit
A Facebook demo built around six xm_transformer_600m translation models, with Common Voice audio samples, going by their language codes. For people who want to…