We Need to Turn Specs into Oracles for Agentic Verification

We Need to Turn Specs into Oracles for Agentic Verification
by Bernard Murphy on 12-03-2025 at 6:00 am

Spec as an oracle min

The natural language understanding now possible in LLMs has raised interest in using specs as a direct reference for test generation, to eliminate need for intermediate and fallible human translation. Sadly, specs today are not an infallible source of truth for multiple reasons. I am grateful to Shelly Henry (CEO of MooresLab)… Read More


Website Developers May Have Most to Fear From AI

Website Developers May Have Most to Fear From AI
by Bernard Murphy on 12-01-2025 at 6:00 am

Engineer struggling with a website

Further on the theme of what jobs will AI displace or radically change, I have been thinking about Walmart’s recent announcement with OpenAI, to enable customers to buy products directly within ChatGPT. Seems far removed from any care-abouts in electronic design but bear with me. We’ve been hearing about sizeable layoffs at Amazon,… Read More


Agentic Bug Localization. Innovation in Verification

Agentic Bug Localization. Innovation in Verification
by Bernard Murphy on 11-26-2025 at 6:00 am

Innovation New

Bug localization continues to be a challenge for both bug triage and root-cause analysis. Agentic approaches suggest a way forward. Paul Cunningham (GM, Verification at Cadence), Raúl Camposano (Silicon Catalyst, entrepreneur, former Synopsys CTO and lecturer at Stanford, EE292A) and I continue our series on research ideas.… Read More


An Insight into Building Quantum Computers

An Insight into Building Quantum Computers
by Bernard Murphy on 11-19-2025 at 6:00 am

Quantum processor courtesy IBM

Given my physics background I’m ashamed to admit I know very little about quantum computers (QC) though I’m now working to correct that defect. Like many of you I wanted to start with the basics: what are the components and systems in the physical implementation of a quantum “CPU” and how do they map to classical CPUs? I’m finding the… Read More


Arm FCSA and the Journey to Standardizing Open Chiplet-Based Design

Arm FCSA and the Journey to Standardizing Open Chiplet-Based Design
by Bernard Murphy on 11-18-2025 at 6:00 am

AI driven car

I have written before about an inter-chiplet communication challenge to realizing the dream of multi-die designs built around open-market chiplets. Still a worthy dream but it’s going to take a journey to get there. Arm recently donated their Foundation Chiplet System Architecture (FCSA) to the Open Compute Project (OCP) as… Read More


Adding Expertise to GenAI: An Insightful Study on Fine-Tuning

Adding Expertise to GenAI: An Insightful Study on Fine-Tuning
by Bernard Murphy on 11-12-2025 at 6:00 am

AI Model Tuner

I wrote earlier about how deep expertise, say for high-quality RTL design or verification, must be extracted from in-house know-how and datasets. In general, such methods start with one of many possible pre-trained models (GPT, Llama, Gemini, etc.). To this consultants or in-house teams add fine-tuning training, initially… Read More


Think Quantum Computing is Hype? Mastercard Begs to Disagree

Think Quantum Computing is Hype? Mastercard Begs to Disagree
by Bernard Murphy on 11-10-2025 at 6:00 am

Just got an opportunity to write a blog on PQShield, and I’m delighted for several reasons. Happy to work with a company based in Oxford and happy to work on a quantum computing-related topic, which you’ll find I will be getting into more deeply over coming months. (Need a little relief from a constant stream of AI topics.) Also important,… Read More


AI RTL Generation versus AI RTL Verification

AI RTL Generation versus AI RTL Verification
by Bernard Murphy on 11-06-2025 at 10:00 am

RTL generation vs RTL Verification

I should admit up front that I don’t have a scientific answer to this comparison, but I do have a reasonably informed gut feel, at least for the near-term. The reason I ask the question is that automated RTL generation grabs headlines with visions of designing chips through natural language prompts, making design widely accessible.… Read More


A Compelling Differentiator in OEM Product Design

A Compelling Differentiator in OEM Product Design
by Bernard Murphy on 11-05-2025 at 6:00 am

PartQuest

Jennifer, an OEM hardware designer, is planning a product around a microcontroller she thinks will meet her needs and wants to supply power from a 3V coin cell battery which she must connect though a boost controller. Jennifer searches a rough description of the part she needs, generating a long list of component manufacturers … Read More


Emulator-Like Simulation Acceleration on GPUs. Innovation in Verification

Emulator-Like Simulation Acceleration on GPUs. Innovation in Verification
by Bernard Murphy on 10-28-2025 at 6:00 am

Innovation New

GPUs have been proposed before to accelerate logic simulation but haven’t quite met the need yet. This is a new attempt based on emulating emulator flows. Paul Cunningham (GM, Verification at Cadence), Raúl Camposano (Silicon Catalyst, entrepreneur, former Synopsys CTO and lecturer at Stanford, EE292A) and I continue our series… Read More