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VeriSafe.Live

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Open-weights models, built, fine-tuned, quantized and served.

Built by VeriSafe.Live License Format Crypto Accepted Contact


What VeriSafe.Live does

Offering What you get
🎯 Custom fine-tuning Any open-weights model adapted to your data, domain and tone.
πŸ§ͺ Training from scratch Purpose-built models designed and trained for your use case.
⚑ Quantization (MLX / GGUF) Lean builds that run fast on Apple Silicon and llama.cpp.
🌐 Hosted API access Instant access to served models, with no wait time.
πŸ”“ Uncensored models Refusal-removed builds for research, red teaming and evaluation.

πŸš€ Now live at VeriSafe.Live: uncensored DeepSeek V4.1 Flash 1017, GLM 5.3 Flash and GLM 5.3. No wait time, instant access, crypto accepted.


What is in this dataset

  • Figures for the Gala-598M-MLX article, generated from training and eval logs.

gala-article-assets

Figures for the Gala article (see junafinity/Gala-598M-MLX). All plots are generated directly from the training/eval logs shipped in the model repo.

file shows
fig_10m.png 10.5M-token stream: decode speed and next-2k loss flat at every depth
fig_seeds.png 3-seed comparison, Gala vs Transformer, matched 120M tokens
fig_scale.png 120M→300M scale study: the curves diverge
fig_passkey.png recall boundary: 100% in-window, chance beyond
fig_decode.png decode speed vs context, constant state vs growing KV
fig_nan.png the chunked-delta-rule inverse instability trace

πŸ’¬ Need a custom model?

If your company or research institute would like us to fine-tune any open-weights model, or train one from scratch, we'd be happy to help.

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