Read the specification
Gain, bandwidth, phase margin, power, noise and stability trade off against each other.
DIGITAL HUMAN / SEMICONDUCTOR ENGINEERINGINDUSTRY 02
Design intuition.
Built into your model.
Twenty years of engineering judgment, captured in the loop between hypothesis and simulation. A specialist model designed to learn and operate inside your perimeter.
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 which device parameter to touch and predict the effect before editing the netlist.
Run the testbench
Simulate every target, read the measurements and find what the change broke.
Diagnose and iterate
Carry the reasoning, not just the final circuit, into 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.
Expert optimization runs become replayable reasoning traces: hypothesis, proposed change, prediction, simulation, correction. Every proposal is scored with a deterministic manufacturability check and a real circuit simulation. The evaluated system uses a frontier fallback when the specialist stalls. Wins rank 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.
Frontier models can drive optimization, but every iteration sends sensitive circuit data to an external provider and incurs variable per-token cost. In semiconductors that is a structural blocker.
The deployment target is the complete optimize, simulate and evaluate loop inside the customer perimeter. The reported evaluation used a specialist-led system with frontier fallback when progress stalled; four of ten circuits completed without an external model call.
WHAT COMPOUNDS
Expert work becomes an owned engineering asset.
Retention risk becomes training data
Hypotheses, actions, outcomes and recoveries remain useful after an expert moves on.
Your boundary, your model
The deployment target keeps the full loop where the circuit data already lives.
A fraction of frontier cost
Self-hosted iteration replaces per-token billing. The next thousand attempts are cheap at the margin.
Every run improves the asset
New reasoning traces feed the next training cycle, quarter after quarter.