Moores Lab AI, a startup founded last year by semiconductor industry veterans, is betting that agentic AI for chip design has to be built by chip engineers, not AI specialists. CEO Shelly Henry argues that most competitors come from an AI background, while her company starts from the other side: semiconductor engineers applying new AI tools to their own problems. The company's initial focus is verification, debug, and coverage, with the goal of taking chip design from two years or more to under six months.

According to Henry, the clearest early gains are in initial debug. She says the platform is deployed at about 10 customer sites, and teams that normally spend three to four months preparing test plans and getting the first simulation running have reached the first bug within 48 hours. Once that first bug is found, customers continue using the platform to find more bugs quickly.

Henry also acknowledges limits. She says any LLM or AI agent given a spec will miss 20% to 30% of its intricacies, and semiconductors are a zero-tolerance industry: a bug can be a $10 million problem because chips cannot be patched or worked around. That is why the company's cross-disciplinary engineering staff matters, and why it plans to prove itself by taking one project and matching or exceeding what engineers have done over the past nine years. The article is based on a single source, so no contrasting views are reported.