Read the specification
Read the performance targets and the trade-offs between them.
DIGITAL HUMAN / SEMICONDUCTOR ENGINEERINGINDUSTRY 02
Design intuition.
Built into your model.
Turn experienced engineers’ judgment into a specialist model, designed to learn and work inside your environment.
Explore your workflowWORKFLOW IN FOCUSILLUSTRATIVE
FROM INTUITION TO VERIFICATIONILLUSTRATIVE
EXPERT HYPOTHESISA targeted change
REAL SIMULATIONTest every constraint
LEARNING SIGNALVerified outcome
An intuition becomes a hypothesis.
The specialist proposes a circuit change from the specification and observed expert reasoning.
Motion reduced
THE SENIOR ENGINEER’S LOOP
The typing is trivial. Knowing what the simulator will say is the twenty years.
Form a hypothesis
Choose a circuit change and predict its effect.
Run the testbench
Test every target and see what improved or broke.
Diagnose and iterate
Use the results to guide the next attempt.
Begin with the targets and the trade-offs between them.
Explore each step
HEAD-TO-HEAD, BOUNDED AND CHECKABLE
The specialist-led system won 9 of 10 comparisons.
The model learns from expert attempts and their results. Proposals face design-rule checks and real simulation. In this evaluation, a frontier model helped when the specialist stalled. Wins ranked targets met first, then external tokens as a tiebreaker.
DESIGN PARTNER BENCHMARK
Run with a named partner engagement. Internal and not independently audited.
ACTUAL HELD-OUT CIRCUITSAUGUST 2026
DESIGN TARGETS MET11/11
All 11 targets satisfied. The frontier baseline satisfied seven.
Specialist-led system11/11
Frontier baseline7/11
TOTAL TOKENS TO BEST DESIGN
243kSpecialist-led
429kFrontier baseline
The evaluated system permitted frontier fallback when progress stalled. Company-reported simulator evaluation; equal iteration budgets. Total tokens and external billed tokens are different measures.
held-out circuits won head to head
DESIGN PARTNER BENCHMARK
Run with a named partner engagement. Internal and not independently audited.
design targets met, versus 124
DESIGN PARTNER BENCHMARK
Run with a named partner engagement. Internal and not independently audited.
full-spec convergence
DESIGN PARTNER BENCHMARK
Run with a named partner engagement. Internal and not independently audited.
SOVEREIGNTY IS THE PRODUCT
Designed for your own environment.
Using external AI can expose sensitive circuit data and add usage costs with every attempt. Both matter in semiconductor design.
The goal is to run the full design and testing loop in your environment. The reported evaluation still used a frontier fallback; four of ten circuits needed no external model call.
WHAT COMPOUNDS
Expert work becomes an owned engineering asset.
Expertise that stays
Preserve how experts test ideas, interpret results and recover from mistakes.
Your boundary, your model
Designed to keep the full loop where your circuit data lives.
More predictable costs
Running your own specialist is intended to reduce reliance on external, usage-based AI.
Learning that builds
Verified attempts provide examples for the next training cycle.