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Adds a source-cited research survey of the 2026 ESP32-S3 micro-LLM demonstrations (slvDev esp32-ai, DaveBben esp32-llm, llama2.c, Gemma-3n Per-Layer Embeddings) with all external numbers tagged CLAIMED, plus: - ADR-324: micro-LLM inference is a bounded research spike on dedicated 16MB-flash companion hardware and an explicit production non-goal for CSI node firmware (flash-impossible on the 8MB/4MB fleet, core/PSRAM contention with sensing, no task capability at TinyStories scale). - ADR-325: design investigation into flash-resident memory-mapped quantized weight streaming for RuView's own edge models, with a measured-benchmark-first gate and provenance requirements. No firmware, partition, or wire changes; documentation only. Co-Authored-By: claude-flow <ruv@ruv.net> Claude-Session: https://claude.ai/code/session_01KCYFXcPDG6yTCxwefb6iy6