Qwen3.6 AEON RYS

Documentation

Release notes, runtime guidance, and evidence pages for the AEON RYS 15/20 GGUF line, the SignalLatch behavior fine-tune, and the PatchCode agentic-coder fine-tune.

AEON RYS 15/20 Full Release Record

The comprehensive non-finetuned model record: source choice, layer-window selection, quantization results, runtime decisions, rejected variants, and caveats.

RYS Layer Duplication Guide

The detailed build guide for the RYS checkpoint transformation, tensor mapping, layer metadata, and validation process.

SignalLatch Fine-Tune Record

The historical first-release fine-tune report: why ckpt386 was trained, how it was merged, what tests were run, and why s0.10 became the original SignalLatch baseline.

PatchCode (Agentic-Coder) Fine-Tune Record

The agentic-coder behaviour distil on SignalLatch: exact dataset pipeline (synthetic coding-agent generator + curated action-first slice), the lambda=0.5 merge, the 5-phase quant bake-off, and why plain IQ4_NL shipped over BF16 / Q8 / mixed recipes.