Lucas Pirola PRO

pirola

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reacted to comgen42's post with 🔥 18 days ago

🐻 Kodiak-v0.3-1B: seven new kinds of decision, measured on real data. Kodiak is an open 1B encoder that answers typed questions with calibrated confidence, or says "can't tell". New in v0.3: • pairwise judge (which answer is better?) • long-answer hallucination checks • stance and sarcasm • policy violation and refund-eligibility checks against your written rules • agent step safety (run it, ask first, or never) We stopped trusting our own synthetic tests and judged v0.3 on real labelled data it never trained on (RAGBench, MT-Bench human judgments, SemEval stance): 0.21 → 0.36, averaged over 3 training runs. Nothing else got worse, and when it says "can't tell" it's right 93% of the time (up from 88%). Known limits are in the model card. 📦 https://huggingface.co/cortex-agent-llc/kodiak-v0.3-1b 🎯 Accuracy mode: https://huggingface.co/cortex-agent-llc/kodiak-v0.3-1b-accuracy 🕹️ Demo: https://huggingface.co/spaces/comgen42/kodiak-demo 📝 What we built, and the kill that changed our process: https://cortexagent.com/blog/kodiak-v0-3-seven-new-kinds-of-decision-measured-on-real-data

published a model 28 days ago

pirola/Ornith-1.5-35B-A3B-exl3-4.0bpw-hq

published a model 28 days ago

pirola/Ornith-1.5-35B-A3B-exl3-5.0bpw-hq

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upvoted a collection about 1 month ago

K2 Horizon

K2 Horizon models, datasets, and supporting resources • 13 items • Updated 11 days ago • 151

upvoted 2 collections 7 months ago

APEX Quants (GGUF)

MoE models quantized with the APEX Quantization technique ( https://github.com/mudler/apex-quant ) • 50 items • Updated 2 days ago • 153

REAM

Compressed MoE models with a reduced number of experts. See additional models at https://huggingface.co/bknyaz. • 12 items • Updated Apr 20 • 6

upvoted a collection 8 months ago

Cerebras REAP

Sparse MoE models compressed using REAP (Router-weighted Expert Activation Pruning) method • 30 items • Updated Feb 25 • 154