Post-silicon validation is one of the most complex stages of semiconductor product development. Each silicon revision produces vast amounts of heterogeneous data like firmware logs, protocol traces, thermal and power telemetry, and workload metrics. Correlating these artifacts manually can take days or weeks, delaying schedules and increasing the risk of defects escaping into production.
A stronger approach is to treat validation as a multi-modal inference problem. Using AI/ML, diverse artifacts can be embedded into a unified representation space, enabling subtle cross-domain relationships to emerge. For instance, a workload timeout aligning with a PCIe retraining event can be automatically highlighted, where human review or rule-based systems may miss the link.
This process is enhanced by Bayesian reasoning, which introduces probability rather than deterministic answers. Instead of a binary conclusion, the model estimates the likelihood of different causes. A thermal spike coinciding with a memory error, for example, might be flagged with a 70% probability of causal linkage. This probabilistic framing reflects the incomplete, noisy nature of real-world validation data.
The outcome is a triage system that clusters related failures, ranks probable causes, and prioritizes defect reports. Engineers no longer face thousands of raw logs; they receive curated insights with confidence levels, enabling faster and more accurate debugging. Supporting mechanisms like metadata governance and structured classifiers ensure these insights integrate cleanly with defect management tools, while the intelligence remains centered in the triage itself.
When aligned with frameworks such as TMMi, the benefits extend further. At lower maturity levels, intelligent triage drives consistency and accuracy in defect reporting. At higher levels, it enables predictive validation by feeding probabilistic insights into continuous improvement loops.
For semiconductor organizations, embedding AI/ML and Bayesian inference into validation transforms the discipline into a scalable, data-driven process. It accelerates debugging, strengthens quality, and reduces defect escapes ensuring that validation maturity keeps pace with the growing complexity of silicon.
Lakshmi Vidya Peri
TMMi America Board of Director
https://www.linkedin.com/in/lvperi/
News
Announcing TestFormation 2026 Conference – Call for Speaker Abstracts & Volunteers
TMMi America is excited to announce TestFormation 2026, our annual virtual conference uniting testing and quality engineering leaders from around the world.
Conference Date: March 12, 2026
Time: 8:00 AM CST (Virtual Event)
Theme: Quality in the Age of Intelligent Autonomy
This year, we invite you to explore pressing questions like:
● How do we build trust, transparency, and governance into AI-driven testing?
● What does quality look like when autonomy and intelligence lead the way?
We are now accepting abstracts from visionary speakers on topics such as:
● AI/ML-driven testing applications
● Ethical & explainable AI strategies in QA
● Governance in intelligent test ecosystems
● Resilient, future-ready quality practices
Abstract Submission Deadline: November 14, 2025
If you have innovative insights, frameworks, or breakthroughs impacting the future of testing, we encourage you to submit your abstract and join us on the virtual stage!
Submit your abstract here
In addition, we invite volunteers to join our organizing team! Volunteers have a unique opportunity to network with industry leaders, build event experience, and make a lasting impact in the testing community. Interested in volunteering? Email us at admin@tmmiamerica.org.
Conference registration details will be shared closer to the event. This call is for speaker abstracts and conference volunteers only.
The stage is yours. Step up and be heard.
TMMi America
Become a Sponsor for TestFormation 2026!
TMMi America is excited to announce TestFormation 2026, our premier virtual conference on software testing and quality assurance, happening March 12, 2026. This year’s theme is “Quality in the Age of Intelligent Autonomy,” focusing on building trust, transparency, and governance in AI-driven testing.
Why Sponsor?
Visibility: Promote your brand to a global audience of quality leaders and practitioners, including key decision-makers from North America, Europe, Asia, and beyond.
Networking: Connect directly with industry experts, thought leaders, and potential clients.
Thought Leadership: Gain recognition as a key contributor to advancing software quality and testing excellence.
Opportunities: Exhibit your solutions, host a session, or join exclusive panel discussions.
Past events drew 350+ participants from 39 countries and featured high-impact sessions from industry thought leaders. Join the next wave of innovation and position your company as a driver of excellence in software quality!
For sponsorship opportunities and to learn more about customized packages, contact us at info@tmmiamerica.org.
Secure your spot and help shape the future of testing!
A Heartfelt Thank You to TestFormation 2025 Sponsors
TMMi America extends its deepest gratitude to our 2025 conference sponsors. Your generous support made last year’s TestFormation event possible and helped us bring together thought leaders, innovators, and practitioners from across the quality engineering community.
Your partnership fueled conversations around the future of testing, enabled valuable networking opportunities, and empowered us to foster excellence and advancement in our field.
On behalf of the entire organizing team and our members, thank you for championing quality and investing in the next generation of testing leadership.
We look forward to building on this momentum as we prepare for TestFormation 2026!
Keynote Sponsors 2025
ConformIQ Holding, a leading software technology company, focused on automating the testing process – from test design to automate test execution.
Our Intelligent Test Automation approach will help you improve software development efficiency, decrease costs and achieve higher quality in Software Development Lifecycle (SDLC). ConformIQ Holding will provide sales, support and continued innovative technology development to all Conformiq Inc customers.
With ConformIQ, our clients can achieve High Quality@Speed through implementing a no-touch, script-free smart testing platform. With a high level of test automation and low test maintenance, ConformIQ solutions enable in-sprint test automation in agile software development.
Our competitive edge is based on our pioneering leadership in applying Artificial Intelligence approaches in Automation, automated test generation algorithms that actually think of and automatically design directly executable test cases and seamless integration with commercial and open source software testing tools.
Visit https://www.conformiq.com/ to know more about Conformiq’s mission and products.
Platinum Sponsors
We are honored to announce that Iris Software is the Platinum Sponsor for TestFormation 2025!
Iris Software has been a trusted software engineering partner to several Fortune 500 companies for over three decades. We help clients realize the full potential of technology-enabled transformation by bringing together a unique blend of domain knowledge, best-of-breed technologies, and experience executing essential and critical application development engagements.
Our highly-experienced talent and rightsized teams help develop core, complex, and mission-critical applications and solutions for leading enterprises across Capital Markets/Front office operations, Banking, Investment Management, Brokerage, Risk and Compliance, Insurance, Healthcare/Life Sciences, and Supply Chains/Logistics.
Visit https://www.irissoftware.com/ to know more details.
Gold Sponsors
We are delighted to announce that Tech Mahindra, CSTB, iSQI, Imbus Canada Corporation and NexGen Technologies are the Gold Sponsors for TestFormation 2025!
Tech Mahindra is a global consulting service and systems integrator that operates in over 90+ countries, delivering solutions with a unique blend of digital innovation and robust, industry-strong processes.
With our promise to help our customers Scale at Speed™, we design future state solutions for industry leaders and offer innovative digital experiences that enable them to transform and scale at speed.
Our aim is to enable enterprises, associates, and society to Rise for a more equal world, future readiness, and value creation.
Visit https://www.techmahindra.com/ for more details.
The CSTB (Canadian Software Testing Board) is the Canadian national branch of the ISTQB (International Software Testing Qualifications Board).
With over 1.1 million exams issued and 800,000+ certifications in over 130 countries, ISTQB is the leading global certification scheme in the field of software testing.
The CSTB advocates education and examination as a practical means to excel in the software testing field. In addition to individual certification, we provide opportunities for organizations to become accredited ISTQB Training providers and ISTQB Partners.
The CSTB recognizes the importance of continuous improvement in testing processes and supports the Test Maturity Model Integration (TMMi) as an independent guideline and reference framework for test process improvement.
We became the Canadian Chapter of TMMI in 2020. The CSTB was founded on January 12, 2007. Since then, we have proudly increased education opportunities and granted certification for thousands of testers in Canada while also strengthening the software testing community across the country.
Visit https://cstb.ca/ for additional information.
NexGen Technologies Inc. is a registered Tricentis Partner, and our experts hold excellence in Quality Engineering. NexGen Technologies envisions a world where technology seamlessly integrates with everyday life, driving positive change and opening new possibilities. Our vision is to be at the forefront of this transformation, creating solutions that catalyze progress and elevate the human experience.
NexGen Technologies Inc. is a U.S. Company based in Austin, TX in the business of Software and Technology. We orchestrate the next generation of solutions to drive Business agility and value with flawless implementation and integration. NexGen works with World-Class Engineers and Qualified Consultants who excel in designing a unique methodology taking any business to the next level delivering successful outcomes that drive growth and innovation for our clients.
At NexGen Technologies, we are pushing the boundaries of technology to create cutting-edge solutions that empower businesses and individuals to thrive in the digital age. Our vision is simple yet transformative to shape the future by harnessing the full potential of Technology and Business. We aim to be at the forefront of technological advancements, creating solutions that not only meet today’s needs but also anticipate tomorrow’s challenges.
For more details, check https://nexgentech.ai/
ISQI is dedicated to the success of partners and clients. The company has three main roles as a certification body: knowledge auditor, knowledge editor, and knowledge mediator.
iSQI collaborates with qualifications boards worldwide, ensuring our certifications meet rigorous standards for standardization and quality assurance. Developed by independent experts, our certifications offer security for professionals and businesses.
With offices in Potsdam, Amsterdam, London, and Boston, iSQI is the world’s top provider of certification exams. For nearly two decades, we’ve empowered IT professionals across 100+ countries, on 6 continents and offering exams in 10 languages. With 30,000+ certifications annually, we’re your gateway to a thriving career.
Visit https://corporate.isqi.org/ for more details.
Imbus specializes in software quality assurance and testing. With a comprehensive portfolio that includes consulting for process improvement, software testing services, test outsourcing, testing tools, and training, Imbus ensures that software is reliable, user-friendly, and meets the highest quality standards.
Their expertise spans over three decades, making them a trusted partner for organizations aiming to enhance their software development processes and deliver superior products.
Visit https://imbus.ca for more information or reach out to the team at smkolluru@gmail.com!
Share Your Expertise
We are excited to invite TMMi America members to contribute to our upcoming newsletters and webinars!
This is a fantastic opportunity to share your knowledge, insights, and experiences with the broader TMMi America community. Whether you have an article, case study, best practices, innovative ideas, or content for webinars, we encourage you to submit your work for consideration. Your contributions will help us continue to provide valuable resources and foster a collaborative environment for all members.
Please send your submissions to admin@tmmiamerica.org. We look forward to your participation and to showcasing the incredible expertise within our community.
TMMi America
Quote
“Testing shows the presence, not the absence of bugs.” – Edsger W. Dijkstra