Jake
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README LLM-formatting section now states four Qwen tiers (Qwen3.5 2B / 4B / 9B + Qwen3.6 27B) and the magnotia-llm crate row reflects the four-tier registry. The whisper-ecosystem context doc gets the same refresh and cites unsloth as the GGUF source. Older roadmap and Phase-0 audit docs left untouched — they are dated historical artefacts and rewriting them would muddy the audit trail. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>