
Ayo
CEO
ML systems at Apple. Instagram infrastructure at Meta. D. E. Shaw fellow.
ECE, CS and Math. NASA RockSat-C. Built Trace, an AI-native PCB platform that shipped physical boards.
Building a chip takes hundreds of engineers and years of work, and most of that effort goes into proving the design works. Verification is the largest cost in a chip program, and every generation makes it larger. That’s why so few companies can build their own silicon.
Autonomous agents that verify an SoC from spec through signoff. They work from one continuously updated dependency graph of the design and its runs, and Ledger keeps every run, revision and verdict. When the design changes, they only rerun what the change could have affected and keep every result that still holds. Engineers set the direction and keep signoff.
We start with verification because that’s where most of the work is. Take it off the critical path and a chip that once took a hundred engineers can be built by five. They set the product, performance, power, cost and schedule, and keep the high‑consequence decisions and signoff, while the system carries the rest. We call it the five‑person chip company.
A taped‑out 130 nm die, drawn from its layout. Every block on it is a node in the dependency graph. Trace a change on it →
Founded 2026. From Apple, AMD, Synopsys and Cadence.

CEO
ML systems at Apple. Instagram infrastructure at Meta. D. E. Shaw fellow.
ECE, CS and Math. NASA RockSat-C. Built Trace, an AI-native PCB platform that shipped physical boards.

CTO
CPU design and verification on Ryzen at AMD. Led FPGA work on CMU's 360° CAVE XR display.
M.S. ECE, Carnegie Mellon. Built a 7‑stage RISC-V core and an FPGA TPU.

CMO
Fifteen years of EDA and semiconductor GTM at Synopsys, Cadence, and Altium.
Former Director of Marketing at Quilter AI.

Founding Engineer
Computer architecture and FPGA. Built RISC-V SoCs and hardware accelerators.
HPDC ’26 coauthor on CXL 3.0 memory systems.

If the problems on this page are the ones you want to spend the next few years on, we’d like to hear from you. Tell us what you’ve built.