All SOTA Toolkit Repositories now updated to use GPLv3.

Last announcement-style post for a little while, but I figured this was worthy of a standalone update about the SOTA Toolkit. The first three release repositories are now fully governed under GPLv3, along with the Hugging Face and Ollama variants of the recently released artifact: qwen3-pinion / qwen3-pinion-gguf. All repositories for Operation / Toolkit-SOTA have retired the Somnus License, and all current code/tooling repositories are now fully governed by GPLv3.

Drop #1: Reinforcement-Learning-Full-Pipeline

Drop #2: SOTA-Runtime-Core (Neural Router + Memory System)

Drop #3: distill-the flow

qwen3-pinion-full-weights

qwen3-pinion-gguf

qwen3-pinion-ollama

Extra Context:

The released gguf quant variants are f16, Q4_K_M, Q5_K_M, and q8_0. This qwen3 sft preludes the next drop, a DPO checkpoint, using and finally integrating inference optimizations and has used/is using a distill-the-flow DPO dataset.

Reasoning:

After a recent outreach in my messages, I decided to “retire” my custom license on every repository and replace the code/tooling with GPLv3. Qwen3-Pinion remains an output artifact with downstream provenance to the MaggiePie-Pro-300K-Filtered dataset and the code repository license boundary. I wanted to re-iterate this was done after realizing after feedback that my custom license was way to extreme of an attempt to over protect software so much so it got in the way of the goals of this project which was to release genuinely helpful and useful tooling, system backends, RL-trained models, and eventually my model Aeron. The goal is to “open-up” my ecosystem as even beyond this current release trajectory, which is a planned projects to let my recursive research have time to settle. I want and am encouraging feedback, community engagement, collaboration, eventually I will have the official website online replacing the current temporary setup of communication through reddit messages, email, and a newly started discord server.

Feel free to comment, join server, email, message, comment etc. I promise this is not spam, I am not promoting a paid or fake product.