
JetBrains/Mellum2-12B-A2.5B-Thinking — 12B / 2.5B active · MOE · 128K ctx
JetBrains’ reasoning-augmented code MoE (12B total / 2.5B active) that emits explicit <think> chains for debugging, planning, and agentic coding
This curated guide brings together 14 vetted Hugging Face resources, including 13 with structured technical analysis and 0 with practitioner field notes. Primary focus areas include AI Chat Application, AI Course Collection, AI Model Documentation, AI Utility Tool, Large Language Model. Primary sources include huggingface.co, github.com, osaurus.ai, x.com.
| Resource | Category & Format | Key Takeaway & Notes |
|---|---|---|
| AI Utility Tool / interactive web tool / free online |
| Allows quick estimation of VRAM for any LLM given model parameters, context window and GPU choice |
| Jackrong/Qwopus3.6-27B-Coder-MTP-GGUF · Hugging Facehuggingface.co | AI Model Documentation / technical documentation / open source | Multimodal coding model supporting text and image inputs. |
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| Osaurus — All your AI. One app.osaurus.ai | AI Chat Application / native macOS application / free, open source (MIT), downloadable for Mac | Runs local MLX models from Hugging Face and connects to remote providers like OpenAI, Anthropic, and Ollama via compatible APIs |
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| moonshotai/Kimi-Linear-48B-A3B-Instruct · Hugging Facehuggingface.co | Open Source LLM / Model card / technical report / Free, open source on Hugging Face | Hybrid 3:1 KDA-to-global MLA ratio reduces KV cache by up to 75% while maintaining or surpassing full attention quality |
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| Benchmarks for the best retrieval embeddings models (RTEB)huggingface.co | ML Benchmark Tool / interactive tool / free online | Interactive comparison of text embedding models on retrieval tasks |
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| GitHub - huggingface/aisheets: Build, enrich, and transform datasets using AI models with no codegithub.com | No-Code AI Tool / open-source interactive tool / open source, free to use | No-code interface for dataset building, enrichment, and transformation powered by AI models |
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| llama-cookbook/getting-started/responsible_ai/prompt_guard at main · meta-llama/llama-cookbookgithub.com | LLM Safety Tool / code repository with tutorial notebook / open source code; model weights require gated Hugging Face access | Prompt Guard is a small 86M parameter classifier model designed to detect prompt injection attacks before they reach the LLM |
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| HuggingFace’s 9 elite-level AI coursesx.com | AI Course Collection / online course series / free online | Nine free, elite-level courses focused on LLMs, AI agents, and generative AI |
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| dphn/Dolphin-Mistral-24B-Venice-Edition · Hugging Facehuggingface.co | Open Source AI Model / open source model repository (Hugging Face) / free online, open source | Collaborative project between Dolphin and Venice.ai to provide an uncensored Mistral 24B model. |
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| Qwen/Qwen3-235B-A22B-Instruct-2507 · Hugging Facehuggingface.co | Large Language Model / Model card and technical documentation on Hugging Face / Open source, free download via Hugging Face | Mixture-of-experts architecture: 235B total params with only 22B active per inference, 128 experts with 8 activated |
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| unsloth/Kimi-K2-Instruct-GGUF · Hugging Facehuggingface.co | Machine Learning Model Repository / model checkpoint in GGUF format with documentation / open source download from Hugging Face | Mixture‑of‑Experts LLM with 1 trillion total parameters and 32 B active parameters |
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| mlx-community/Jan-nano-8bit · Hugging Facehuggingface.co | Quantized Language Model / model repository / free online, open source | 1.13B parameter model quantized to 8-bit for efficient local inference |
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| jinaai/jina-embeddings-v4 · Hugging Facehuggingface.co | Machine Learning Model / model repository / open source and API | Supports multimodal retrieval for text, images, and visual documents containing charts or illustrations. |
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| Qwen/Qwen3-4B-Thinking-2507 · Hugging Facehuggingface.co | Reference | We’re on a journey to advance and democratize artificial intelligence through open source and open science. |
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