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LLM Reddit Mar 17, 2026 3 min read

A r/LocalLLaMA post that reached 92 points and 25 comments spotlighted Covenant-72B as a 72B-parameter model trained from scratch by 20+ participants through decentralized infrastructure on the Bittensor blockchain. The most credible story here is not an unsupported performance victory, but a concrete demonstration of permissionless collaborative pre-training, SparseLoCo-based communication reduction, Apache 2.0 licensing, and a separate chat-tuned variant.

LLM Reddit Mar 17, 2026 2 min read

A high-engagement r/LocalLLaMA post highlighted Unsloth Studio, a beta open-source web UI that aims to train, run, and export open models from one local interface. The discussion framed it as a possible LM Studio challenger in the GGUF ecosystem, while top commenters noted that many advanced users still lean on vLLM or direct llama.cpp workflows.