docs(readme): refresh bundled LLM list to Qwen3.5/3.6
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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>
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@@ -78,9 +78,9 @@ Magnotia uses `whisper-rs` 0.16 with the `vulkan` feature ([crates/transcription
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The `brief.md` references faster-whisper as a pattern source — treat it as one. Do not adopt it as a dependency.
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### LLM runtime: `llama-cpp-2` with Qwen3 tiers
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### LLM runtime: `llama-cpp-2` with Qwen3.5 / Qwen3.6 tiers
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`crates/llm/` owns the LLM runtime. Three tiers (Qwen3 1.7B, Qwen3 4B-Instruct-2507, Qwen3 14B) selected via hardware probe. Resumable HTTP downloads with SHA-256 verification. Do not add alternative runtimes (candle, mistral.rs, etc.) without strong evidence — the current stack is working.
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`crates/llm/` owns the LLM runtime. Four tiers (Qwen3.5 2B, Qwen3.5 4B, Qwen3.5 9B, Qwen3.6 27B) selected via hardware probe. All Q4_K_M GGUFs from unsloth's HF org. Resumable HTTP downloads with SHA-256 verification. Do not add alternative runtimes (candle, mistral.rs, etc.) without strong evidence — the current stack is working.
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### GPU compatibility: Vulkan everywhere
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