Mindket

AI skills and agents for developers

Prompts, coding agent briefs and kits for writing and reviewing code with fewer tokens.

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Voxtral 4B TTS 2603

mistralai · Kit

An open-weights text-to-speech model from Mistral with 20 preset voices in nine languages, streaming output and low latency. Made for developers who build voic…

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Tess-4.5-27B GGUF

migtissera · Kit

GGUF builds of Tess-4.5, a 27B open-weights coding and agent model, for llama.cpp, with a vision projector and optional draft heads for faster generation. They…

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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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FrogNano-4B-2609

microsoft · Kit

A compact coding agent model that works through a repository, finds bugs, edits files and runs tests with a five-tool framework called Leaf. Made for developer…

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Fara1.5-9B

microsoft · Kit

A computer use agent model from Microsoft Research that reads browser screenshots and picks the next click, typing or scroll to finish web tasks. It suits deve…

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Quantized copy of GLM-5.3-Flash in EXL3 format, 156 GB, with narrower routed experts, about 11 percent smaller than the same lab's 4-bit version. For people ru…

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Mesmer AI Detector 4B

mesmertech · Kit

Tells whether English text is human-written, AI-written or AI-edited and labels each sentence. For editors, teachers and researchers who want a signal, not pro…

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LongCat-Flash-Lite-Sparse

meituan-longcat · Kit

Mixture-of-experts text model with 69B parameters, about 3B active per token, sparse attention and a 1M-token context. For teams hosting long-context models fo…

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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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JEV-CPU

Meanblock · Kit

Reads a decision from a small model's option probabilities on an ordinary laptop CPU, with no GPU and a browser interface. For developers who want quick routin…

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Qwen3.5-4B-Router-1M

MaziyarPanahi · Kit

Small decider that returns a calibrated probability for what an agent should do next and which tool it should call. For developers building agents and support…

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Qwen3.5-4B-Judge-1M

MaziyarPanahi · Kit

Small judge model that returns a calibrated probability on whether a reply is backed by its source, whether text is unsafe, and which task or domain it belongs…

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Koharu Layout HighRes

mayocream · Kit

Detects text, sound effects, speech bubbles and panels on manga pages, returning boxes and masks. For people building manga translation and cleanup tools with…

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Temper-2-Nodel

maylore-ai · Kit

Rust coding model of 4.2B parameters, built on Qwen3.5-4B, that answers requests in Russian and English. For Rust developers who want a small model for functio…

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SpatialLM1.1-Qwen-0.5B

manycore-research · Kit

Reads 3D point clouds and writes a structured scene layout with walls, doors, windows and labelled object boxes. For researchers and developers working on robo…

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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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A 33.2B-parameter English and Japanese text generation model from the LLM-jp project. Post-trained with SFT and DPO, it has a 65,536-token context, Apache 2.0…

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Gemma 4 E4B IT (LiteRT-LM)

litert-community · Kit

Runs a small Gemma 4 model on phones, desktops, IoT boards and the web without an internet connection. A 3.66 GB LiteRT-LM build for developers who want privat…

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SPARSEUP

Linkup-Platform · Kit

A 188M-parameter English sparse retrieval model from Linkup that turns queries and documents into weighted word lists for search. It scores 56.4 on BEIR, the b…

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Pocket TTS

kyutai · Kit

A 100M-parameter text-to-speech model from Kyutai that runs on CPUs in six languages, streams audio with about 200 ms to the first chunk, and works from Python…

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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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Qwen3.8-27B-SLQ-GGUF

kaitchup · Kit

Compresses Qwen3.8-27B into three GGUF files with different size and fidelity levels, using a custom statistically lossless quantization. For people who run th…

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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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Google's Gemma 4 E4B-it with 0.002% of its weights edited directly, no training, to fix stalls in thinking mode with tool calls and multi-step math. Also ships…

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Qwen3.8-27B Astra stop edit

jarrodwatts · Kit

A small weight edit for Qwen3.8-27B, with a script that applies it, that cuts the model's thinking length on open-ended tasks by changing a single matrix, with…

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Spark-X2.6-4B-AgentFast

JamieBradfield · Kit

Calls tools and follows instructions with almost no thinking delay, as a 4.1B fine-tune of Spark-X2.6-4B. Made for people building fast local agents that need…

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Trims wasted reasoning in long agent tasks, as a GGUF build of the second Flash fine-tune of Qwen3.8-27B with better Python formatting. For people who run agen…

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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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Seb-9B-v2

ironbcc · Kit

A 9B decision model based on Qwen3.5-9B. You give it a situation, a question and options, and it returns how likely each option is, in one pass with no text ge…

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multilingual-e5-large

intfloat · Kit

Turns text in about 100 languages into 1024-number vectors for search, matching and retrieval. A 560M-parameter embedding model from intfloat, built on xlm-rob…

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Speeds up Qwen3.8-27B by drafting blocks of tokens that the main model then checks, with output unchanged. A 1.9B draft model for SGLang and vLLM servers, not…

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Ming-Image-0.1-Design

inclusionAI · Kit

A 6B text-to-image model from inclusionAI for interface mockups, infographics, posters and other text-heavy designs, with transparent-background (RGBA) output.

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Ling-3.0-tiny-GGUF

inclusionAI · Kit

GGUF copy of inclusionAI's Ling-3.0-tiny, a small mixture-of-experts reasoning model with 7.9B total and 1.3B active parameters, for running locally at low cos…

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A LoRA adapter that adds a diffusion pathway to IFM's K2-Horizon-7B language model, for research into faster text generation. It holds only the adapter, not th…

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Quantized GGUF copies of IFM's K2-Horizon-7B text model for running locally in llama.cpp, from BF16 down to 4-bit, with a 512K-token context window.

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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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SmolLM2-360M-Instruct

HuggingFaceTB · Kit

Answers chat-style questions and handles rewriting and summaries with a 362M-parameter instruction-tuned model that runs on modest hardware. For developers who…

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SmolLM2-135M

HuggingFaceTB · Kit

Continues English text from a prompt with a 135M-parameter base language model small enough to run on-device. For developers who want a tiny model to test idea…

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Spark-X2.6-4B-Blender

hotocooo · Kit

Writes Blender 5.x Python scripts that build clean, quad-dominant meshes such as props, furniture, products and human or animal base meshes. A 4B fine-tune of…

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hs-embed-1

hindsight-ai · Kit

Turns text into compact vectors for search and matching in eight languages, with inputs up to 8,192 tokens. A small 112M embedding model built for Hindsight, r…

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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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QMA Camera Angles

gribbliest · Kit

Re-renders a picture from a new camera angle, chosen with a short prompt, as an edit LoRA for Qwen Image 2.1. It suits artists and developers who edit images i…

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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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Speaks English text through Arm's Compute Flow, from a 31M text-to-speech model packaged for the stock pocket-tts brick. For developers who use Compute Flow an…

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Speaks English text aloud on a CPU from a 31M text-to-speech model in GGUF form, for the audio.cpp runtime. Made for developers who want a small local voice mo…

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Shard-Reward

Glint-Research · Kit

Scores a reply to a prompt with one number, so you can rank candidate answers per prompt. A 49.4M reward model trained on 282,062 preference comparisons, for p…

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Ranks passages by relevance to a query, as an 8-bit GGUF copy of the Qwen3 0.6B reranker made with llama.cpp. For developers who want a small local reranker fo…

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Laya-GGUF

ggml-org · Kit

Small 421M-parameter decision model in GGUF form that you serve locally and call through a systemone API. For developers who use llama.cpp tooling and want a c…

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Kev-4B by ggml-org

ggml-org · Kit

Makes decisions through the /v1/systemone API of a llama server, from a GGUF copy of a 4.2B model. For developers who want a small local decision model.

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A GGUF-format copy of Google's gemma-4-E4B-it that you can run on your own computer with the Llama app or the llama serve command. For people who want Gemma ru…

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gemma-4-12B-it GGUF

ggml-org · Kit

Runs Google's gemma-4-12B-it on your own computer as a GGUF file that ggml-org converted automatically, through the Llama app or the llama command. It suits pe…

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GGUF files of DeepSeek's 748B V4.1 Flash 1017 model, converted by ggml-org with a vision file for images, for people with big-memory machines who run models th…

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bekko-static-v1-slim-100k

flowercomputers · Kit

Turns text into 1024-dimension vectors with a static embedding model, trimmed to 25 languages. Fast sentence similarity and retrieval, without a transformer, i…

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POCKET-35B-GGUF

FINAL-Bench · Kit

Runs a Korean-tuned 35B model on your own PC from GGUF files with llama.cpp, with a CPU-only path so no GPU is needed. For people who want a local language mod…

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GLiNER2.5 Multi

fastino · Kit

Pulls entities, labels, structured records and relations out of text with one multilingual model. A 287M-parameter extractor from fastino that runs locally on…

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AuraSR-v2

fal · Kit

Upscales generated images four times with a GAN-based super-resolution model. Made for people who generate pictures and want them larger, from fal.

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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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MedErtas v0.1 31B LS

ErtasAI · Kit

Serves a medical-domain language model, a compressed Gemma 4 31B, on vLLM and NVIDIA Blackwell GPUs. Built for medical AI products that need fast, low-cost ans…

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balbal-v2e-zellige

erayyapagci · Kit

Turns Moroccan Darija speech into Arabic-script text with a timestamp for each word, on an ordinary CPU. An experimental preview for researchers and developers…

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Runs the 27B KVARK Sparkle 1.1 model from GGUF files in several sizes, with optional image input and speculative decoding. For people running models locally wi…

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A 27B model tuned for document work: it searches a document base, answers from what it finds and says so when the answer is missing, for builders of document a…

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GGUF files of KVARK Sparkle 1.0, a 27B vision-language model, for llama.cpp, Ollama and LM Studio, with the speculative-decoding head kept. For people running…

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bert-base-NER

dslim · Kit

Finds and labels people, organizations, locations and miscellaneous names in English text. A fine-tuned BERT model for named entity recognition, used through t…

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A 1B drawing model that predicts editable shapes such as rectangles and ellipses from a Chinese prompt, instead of pixels. Weights for the native Primitive Pai…

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Rewrites decompiler output into readable C source with meaningful names and proper types. A Qwen3.5-4B fine-tune trained on unoptimized binaries, for security…

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An experimental Qwen3.5-4B with a RISC-V CPU and a small filesystem compiled into its weights, so it remembers facts across sessions without outside tools. The…

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DistilBERT base uncased

distilbert · Kit

A small, fast English language model distilled from BERT base, with 67M parameters. Fills in masked words and is mainly meant to be fine-tuned for classificati…

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DeepSeek-V3.2

deepseek-ai · Kit

A 685B open reasoning model from DeepSeek with sparse attention for long context and a chat template that lets it think while it calls tools. For teams that ru…

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Hydrogen-1.0 NVFP4

deep-principle · Kit

A 4-bit NVFP4 build of Hydrogen-1.0, a 381B science and research assistant model from Deep Principle, based on GLM-5.3. It needs a multi-GPU NVIDIA Blackwell s…

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A GGUF build of Qwen3.8-Flash-Next by DavidAU with 27 reasoning modes, 27 instruct modes and 15 AI personas you switch on from the prompt. For people with larg…

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Guides you in tuning samplers and parameters for local language models, with steps for system prompts, reasoning models and expert settings in LM Studio, Silly…

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Qwen3.8-27B-AWQ-INT4

cyankiwi · Kit

A 4-bit AWQ quantization of Qwen3.8-27B by cyankiwi, a 27B vision-language model with thinking control. Weights are 21.02 GB and load in Transformers, vLLM or…

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cua-s1-forms

cua-ai · Kit

Scores the possible actions for each element of a GUI form, such as fill, check, click or skip, and returns a probability for each. A tiny model for developers…

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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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Repackaged FLUX.1-schnell checkpoints for ComfyUI that turn a text prompt into an image, with an FP8 file that runs faster and uses less memory. For ComfyUI us…

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cbx-indic-pii-extractor-17M

CobuildX-AI · Kit

Finds personal information such as names, phone numbers, Aadhaar and PAN in Indian-language and Indian English text and returns each value's position. A 16.7M-…

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A 17.1 GB mixed-precision GGUF of Qwen3.8-27B that keeps its multi-token prediction layer, tuned for 256K context with vision on a 24 GB GPU. For people who ru…

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Qwen3.6-35B-A3B MTP GGUF

byteshape · Kit

Runs Qwen3.6-35B-A3B from a GGUF quantization with Multi-Token Prediction for faster GPU decoding in llama.cpp. Made by ByteShape for people running local mode…

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Nimble-v4-max

bespokelabs · Kit

Gives a probability for every answer option when you pass a context and typed questions such as choices, yes or no, or ordered scores. A fine-tune of Qwen3.8-2…

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Bespoke-Nimble-9B

bespokelabs · Kit

Scores yes or no questions, multiple-choice picks and rubric levels against a piece of text, using a LoRA adapter on Qwen3.5-9B. For developers who need a clas…

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Two ComfyUI workflows that add a soundtrack to silent Hy-Nomas video worlds or any clip, using the stock LTX-2.5 distilled model while the picture stays untouc…

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NorthCUA-Nano

beipo-ai · Kit

Operates desktop and browser apps from screenshots with a 9B dense computer-use model built on Qwen3.5. Suits developers who build computer-use agents with the…

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Quantized GGUF files of Meta's Llama 3.1 8B Instruct for local chat, such as 4.92 GB for Q4_K_M and 8.54 GB for Q8_0. Made by bartowski with an importance matr…

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GGUF quantizations of Meta's Llama-3.2-3B-Instruct, made by bartowski with an importance matrix, from about 1.8 GB to 6.4 GB. For running a small chat model lo…

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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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Turns Chinese text into dense vectors for search, classification, clustering and semantic matching. A 24M-parameter BGE embedding model from BAAI under the MIT…

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safetensored-upscalers

AshtakaOOf · Kit

Image upscaling models, and a few other image-to-image ones, gathered in one repository as safetensors files converted from older pickle files. For people who…

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whisperkit-coreml

argmaxinc · Kit

Holds Core ML speech recognition models for WhisperKit, which turns audio into text on Apple Silicon without a server. Made for Apple app developers who want t…

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Ling-3.1-flash-DSpark

AQ-MedAI · Kit

A small draft model that speeds up Ling-3.1-Flash with speculative decoding in SGLang, drafting 5 or 7 tokens at a time. For teams serving Ling-3.1-Flash on NV…

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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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Molmo2-4B

allenai · Kit

Answers questions about images, videos and groups of images, and can point to what it finds. An open vision-language model from Ai2 for developers and research…

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Signal 3.8 27B

agentionai · Kit

Gives shorter, more direct answers than Qwen3.8-27B by using fewer answer and thinking tokens, so replies finish sooner. A light fine-tune that drops into the…

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Jocasta-diff-VLA

RobotLearningLab · Kit

A robot control policy that adapts Dream-VLA-7B to eight simulated Panda arm task families in robosuite, using a Flow Matching action head. For robotics resear…

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G4-LuneLight-31B

zerofata · Kit

Provides a 31.3B-parameter language model built on ReadyArt's gemma-4-31B-it-scotoma-2, for people who run models on their own hardware. The card text here doe…

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