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Michael Ayles Blog RSS Projects About About Michael Ayles Electronics & Embedded Systems I design engine control units and the tools that design them. 7 years shipping production automotive hardware and firmware.
News
Taalas-Style On-Chip Weights on a $250 FPGA: a Language Model at 60k tok/s
A 3.16M-parameter INT4 transformer running entirely in the on-chip memory of a Xilinx Kria KV260. Zero DRAM in the token loop, 59,965 tok/s on the fabric, bit-exact. Chat with it live.
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On-Chip LLM: War Stories and the Method
Bit-honest before fast. Where iverilog lies, why silicon beats the timing report, and the optimisation that won and got stopped anyway.
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On-Chip LLM: Serving an FPGA to Strangers
Browser to transistor: a Cloudflare tunnel, a serving box, a Tailscale link, and the trick that lands a reply the instant you press Enter.
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On-Chip LLM: Inside the Chip
The datapath of a 3.16M-parameter transformer living in FPGA fabric: wide-word GEMV, the dual-port split-brain, and the proof that 16 streams is a hard wall.
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On-Chip LLM: Sampling Without Asking
The FPGA decoded a reply in 6.6ms. It landed in the browser in 100. The gap was one unmeasured loop, and the fix was the Gumbel-max trick.
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