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How to Run a 29M-Parameter LLM on an $8 ESP32-S3 Microcontroller (2026)

How to Run a 29M-Parameter LLM on an $8 ESP32-S3 Microcontroller (2026)

Yes, an $8 ESP32-S3 can run a 28.9M-parameter language model at ~9 tokens/sec, fully offline. Here's how the Per-Layer Embeddings trick works — and the honest limits.

13 min10