We're sharing/showcasing best of @huggingface models. Follow to stay in loop. Promoting Open-Source models.
Joined December 2025
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Meet Spark-X2.6-4B-GGUF: a 4B parameter text-gen model in GGUF format. Built for efficient local inference, it's perfect for running on consumer hardware. 5k+ downloads and 79 likes show the community is taking notice!
Meet flint-GGUF: a quantized text-generation model from unsloth, built on RecursiveSI/flint. With 7.4k downloads and 141 likes, it's a compact, efficient option for local inference. Ready to generate?
What if an LLM could retain and build on past experiences without relying entirely on external memory systems?
That's the direction MemT 1.0 is exploring.
Built on Gated DeltaNet-2, it uses token-level memory updates to retain and refine information as it processes new inputs.
Its Mixture-of-Storage mechanism is designed to scale native memory capacity, enabling the model to carry useful experience forward and apply it to future tasks.
At 128K tokens, MemT-1.0-Nano reports 1.86× faster end-to-end inference and 66× lower persistent storage compared to a full-context KV-cache baseline.
An interesting direction for AI systems that need to retain and build on experience across interactions.
Explore the models here: huggingface.co/collections/M…
Can large language models retain information from past interactions and reuse it in the next task?
Introducing MemT-1.0: Towards Memory-Native Evolution.
This time, we've built memory directly into the model architecture.
Our MemT-1.0-Nano and MemT-1.0-Flash make persistent memory part of model computation, carrying information across interactions.
Meet Melodimodell-67M, a compact AI model that turns text into music. Built on Qwen3 and trained on the Monster-MIDI dataset, it's a fun, lightweight way to explore AI music generation.
Meet Gemma-4-Sphinsikus-Chronist-31B-GGUF: a 31B roleplay powerhouse in GGUF format. Merged with mergekit and ready for your local setup. If you love immersive character AI, this one's for you.
