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Home Insights Archive

Insight Categories

  • Functional Safety46
  • Responsible AI32
  • Robotics & Physical AI13
  • Autonomous Systems24
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09/03/26
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ISO/IEC TS 22440: The Emerging Direction for Functional Safety and AI Systems

ISO/IEC TS 22440 is an emerging three-part standard for functional safety and AI systems. This article examines its relationship to existing standards,...
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08/11/26
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Safety Standards for Humanoid and General-Purpose Robots: A Practical Guide

Humanoid and general-purpose robots require a safety approach that extends beyond any single standard. This practical guide explains how ISO, IEC, ANSI, UL, AI...
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08/07/26
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ISO 26262 Challenges for ADS: Item Definition and HARA

This article examines challenges in applying ISO 26262 to SAE Level 4 Automated Driving Systems (ADS) without...
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08/03/26
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SRES SafeStack | August 2026

SRES SafeStack is the monthly newsletter from SecuRESafe (SRES), featuring expert insights on functional...
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07/28/26
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From UCAs to Test Scenarios: Building a Coherent Validation Pipeline for AVs

A practical explanation of how unsafe control actions (UCAs) can be refined into functional, logical, and concrete test scenarios for automated driving...
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07/22/26
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SRES Fireside Chat: Validation and Data in AI-Driven Systems

How do organizations build confidence in AI-driven, safety-critical systems when their behavior is learned from...
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07/21/26
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106 Likes

Comparing ISO/IEC TR 5469 and ISO/IEC TS 22440

ISO/IEC TR 5469 provides foundational guidance on functional safety and AI systems, while ISO/IEC TS 22440 advances toward actionable engineering requirements....
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07/20/26
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SRES Announces New IEC 61508 Training and First Physical AI Safety Week

SRES announces its first Physical AI Safety Week with new IEC 61508 training, optional SGS-TÜV Saar IFSP exam, and ISO/IEC TS 22440 training.
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07/16/26
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Quantitative Analysis for Multi-Point Failures

Explore quantitative analysis for multi-point failures, including ISO 26262 PMHF calculations, redundant architectures, and diagnostic and service intervals.
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07/09/26
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110 Likes

Humanoid Robots in the Cybersecurity Era: The Impact of the EU Cyber Resilience Act

This article explains how the EU Cyber Resilience Act (CRA) applies to humanoid and industrial robots,...
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07/08/26
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New Training: EU Cyber Resilience Act (CRA)

Learn about SRES’s new one-day EU Cyber Resilience Act (CRA) training for engineers developing connected products intended for the European market.
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07/06/26
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134 Likes

Understanding ISO Standards: Development Process and Publication Types

Learn how ISO standards progress from proposal to publication and understand IS, PAS, TS, and TR publication types.
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07/02/26
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142 Likes

Certificate vs. Certification in ISO 26262 Assessments and Audits: What You Need to Know

What’s the difference between a certificate and a certification in ISO 26262 assessments and audits? This article explains the role of ISO/IEC 17065,...
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06/11/26
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151 Likes

Safety: The Invisible Margin, Part 1 — Why Safety’s Value is Invisible by Design

Safety done well is invisible by design. Learn why robotics safety is often undervalued and how organizations can begin making its value visible, measurable,...
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07/02/26
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SRES SafeStack | July 2026

The July 2026 edition of SRES SafeStack features insights on Physical AI, robotics safety, AI assurance, upcoming public training, technical blogs, and the...
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06/10/26
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SRES SafeStack | June 2026

The June 2026 edition of SRES SafeStack covers humanoid robot safety, Physical AI, AI validation and assurance, upcoming public training programs, and a...
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04/07/26
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ISO/PAS 8800 Walkthrough (Part 3): AI Safety Requirements and V-cycle

Explore how AI safety requirements are developed in ISO/PAS 8800, including system design, input space refinement, and AI verification and validation...
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06/09/26
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184 Likes

Beyond Standards: Why Humanoid Robot Safety Requires What No Framework Has Codified Yet

This article was written by Gokul Krithivasan, Managing Partner and Co-Founder of SRES. Gokul is a senior...
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03/30/26
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Beyond TARA: How STPA Strengthens Automotive Cybersecurity

Learn how STPA complements TARA in ISO/SAE 21434 by identifying unsafe control actions and improving cybersecurity for software-driven vehicle systems.
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03/25/26
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230 Likes

ISO/PAS 8800 Walkthrough (Part 2): The AI and Dataset Lifecycles

ISO/PAS 8800 walkthrough (Part 2) covering the AI safety and dataset lifecycles, including requirements, design, implementation, verification, and validation.
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03/24/26
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On Redundant Systems

Learn how redundancy architecture shapes system behavior, including fail-over vs parallel designs, latent failures, and real-world safety considerations.
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03/20/26
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SRES SafeStack | March 2026

SRES SafeStack is a monthly newsletter from SecuRESafe (SRES) featuring insights on functional safety,...
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03/16/26
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Engineers Most Skeptical of AI Are Best Positioned to Use It Responsibly at Scale

Learn why engineers working closest to safety and compliance standards — often the most skeptical of general-purpose AI tools — may actually be best positioned...
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03/12/26
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Building Defensible AI Assurance Arguments in ISO/PAS 8800 (Part 3): Certification, Audits, and Applicability Beyond Automotive

Learn how ISO/PAS 8800 enables certification and audit activities — including applications beyond automotive.
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03/05/26
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Building Defensible AI Assurance Arguments in ISO/PAS 8800 (Part 2): Dataset Governance and Validation

Learn how ISO/PAS 8800 introduces structured dataset governance, validation strategy, and statistical assurance to support defensible AI safety arguments in...
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03/05/26
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What Auditors Really Look For: A Fireside Chat on ISO/PAS 8800 and Its Next Evolution

A fireside chat with SRES and SGS-TÜV Saar on how AI safety is audited under ISO/PAS 8800, key challenges for ML systems, and what engineers should expect as...
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03/03/26
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ISO/PAS 8800 Walkthrough (Part 1): Overview of Clauses and Essential Work Products

This article introduces our ISO/PAS 8800 Walkthrough series, beginning with a structured overview of the...
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03/02/26
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Building Defensible AI Assurance Arguments in ISO/PAS 8800 (Part 1): Foundations

Learn how ISO/PAS 8800 extends ISO 26262 and SOTIF to introduce structured traceability into the machine learning lifecycle and enable defensible AI assurance...
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02/05/26
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SRES SafeStack | February 2026

The February 2026 edition of SafeStack brings together new insights on functional safety and AI assurance, upcoming ISO 26262, SOTIF, and AISP trainings, and...
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02/04/26
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New Training: Functional Safety and AI Systems

SecuRESafe (SRES) is now offering a one-day training course focused on applying functional safety principles to...
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01/26/26
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From Standards to Systems: How SRES Tailors Safety Training for Real-World Teams

Learn how SRES tailors advanced safety trainings—bridging the gap between standards like ISO 26262, SOTIF, and ISO 8800, and the real-world systems engineering...
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01/06/26
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210 Likes

SRES SafeStack | January 2026

Explore expert perspectives on AI assurance, expert-in-the-loop safety workflows, and risk strategies in the January edition of SRES SafeStack.
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12/01/25
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SRES SafeStack | December 2025

Explore how AI is reshaping safety-critical engineering—from co-pilot workflows to expert oversight and evolving safety cases.
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11/03/25
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192 Likes

SRES SafeStack | November 2025

Explore insights from MOVE America and Auto-ISAC 2025 on autonomy, cybersecurity, and mobility innovation in this edition of SRES SafeStack.
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01/16/26
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291 Likes

From Evidence to Argument: Using GSN to Structure AV Safety Cases

An introduction to Goal Structuring Notation (GSN) and how it helps autonomous vehicle teams build clear, defensible safety cases.
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01/15/26
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CES Wrap-Up 2026: The Humanoid Robot Safety Question

Observations from CES 2026 on humanoid robots, current safety strategies, and the gaps that emerge as robots move into shared human environments.
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12/16/25
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Conversations on Randomness of Software

This article was written by an SRES functional safety expert and examines why software failures are treated as...
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12/10/25
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ISO 26262 Edition 3: Part 3 and Part 4 – Item and System Level

Explore the major ISO 26262 Edition 3 updates affecting item-level and system-level development, including new terminology, reorganized clauses, and changes to...
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11/25/25
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Humanoid Robot Safety Comes Into Focus

Humanoid robot safety is becoming an urgent topic as robots shift from controlled factory floors into shared human environments. As humanoids gain mobility,...
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12/09/25
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203 Likes

The Governance Gap: Why Companies That Move Fast on AI Without Guardrails End Up Moving Slower

Companies that skip AI governance guardrails move slower. Learn how structured oversight prevents rework, delays, and compliance freezes—and accelerates...
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10/13/25
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255 Likes

Public, Private, or Customized: Choosing the Right Training Format for Your Team

Learn how to choose between public, private, and customized training formats — and how each helps teams build deeper, more consistent expertise in standards...
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10/07/25
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ISO/SAE 21434: Why Implement TARA for ADS Systems?

This article was written by an SRES automotive cybersecurity and autonomous systems expert with experience...
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12/14/25
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AI Everywhere: Balancing Innovation and Safety in the Age of Intelligent Tools | SRES Fireside Chat

As AI-powered engineering tools move deeper into automotive development, teams are asking a new set of questions: Where do these tools genuinely accelerate...
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09/30/25
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Is Artificial General Intelligence Required for Safe Autonomous Vehicles? | SRES Fireside Chat

There’s an ongoing debate in the AV safety community: can autonomous vehicles be made safe using today’s specialized AI, or is artificial general intelligence...
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09/02/25
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Certificate vs. Certification in ISO 26262 Training: What You Need to Know

Learn the difference between ISO 26262 certificates and certifications. Why it matters, what the standard requires, and how to choose the correct training.
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08/11/25
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406 Likes

New Training: ISO/SAE 21434:2021, Automotive Cybersecurity Training – SGS TÜV Saar

SRES, in partnership with SGS-TÜV Saar, now offers the Certified Automotive Cybersecurity Professional (CACSP) training—an expert-led, 3-day course on ISO/SAE...
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07/30/25
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998 Likes

ISO 26262 Edition 3: Standardization Timing, Vocabulary, and Management of Functional Safety

SRES Senior Consultant Johannes Hoffmann shares early insights into ISO 26262 Edition 3, including proposed updates to terminology and functional safety...
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07/17/25
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New Training: ISO/SAE 21434:2021, TARA Specialized Training and Workshop

SRES has launched a new one-day training and workshop to help engineers perform a TARA in compliance with ISO/SAE 21434:2021. The course includes a hands-on...
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07/08/25
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Why ISO 8800 Needs ISO/SAE 21434

AI safety isn’t complete without cybersecurity. Learn how ISO/SAE 21434 complements ISO 8800 for secure, real-world AI system deployment.
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06/25/25
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New Training: Safety Analyses for Automated Driving Systems (ADS)

SRES is now offering a new two-day training workshop on safety analyses for ADS teams, with hands-on training in FMEA, FTA, STPA, and more.
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06/05/25
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Watch Now: LHP + SRES AI & Safety Webinar Series (Parts 1-3)

Watch our 3-part webinar series on AI safety, functional safety, and advanced software development—hosted by SRES and LHP.
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05/01/25
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SecuRESafe (SRES) Strengthens Leadership in Autonomous Systems and AI Safety, Appoints Industry Veteran Bill Taylor as Partner

SRES welcomes Bill Taylor as Partner. Bill brings decades of experience in AI safety, functional safety, and autonomous systems.
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04/28/25
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VDA 450: Vehicle Power Distribution and Functional Safety – Part II

Learn how VDA 450 defines power distribution safety, functional safety requirements and fail-operational design for automated driving systems.
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04/16/25
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341 Likes

SRES Partners on AI & Safety Webinar Series with LHP

SRES and LHP are hosting a free AI Safety Webinar Series on ISO 42001, the EU AI Act, and aligning software innovation with safety development.
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04/14/25
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Credo AI and SecuRESafe (SRES) Announce Strategic Partnership to Advance Responsible AI Governance and Safety

Credo AI, a leader in Responsible AI governance solutions, and SecuRESafe (SRES), a pioneer in AI-driven safety...
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07/25/25
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Demystifying SOTIF Acceptance Criteria and Validation Targets – Part 4

 This series was written by Gokul Krithivasan, Co-Founder and Managing Partner at SecuRESafe (SRES), who has...
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04/11/25
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Demystifying SOTIF Acceptance Criteria and Validation Targets – Part 3

This series was written by Gokul Krithivasan, Co-Founder and Managing Partner at SecuRESafe (SRES), who has led...
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04/04/25
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SW-FMEA Example

This follow-up to our SW-FMEA guide shows a complete example using inverter architecture, helping teams apply software safety analysis in practice.
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02/27/25
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Demystifying SOTIF Acceptance Criteria and Validation Targets – Part 2

In Part 2, we explore high-level frameworks for setting risk thresholds and defining acceptance criteria as outlined in ISO 21448:2022.
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02/18/25
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VDA 450: Vehicle Power Supply and Functional Safety – LV net voltages

Learn how VDA 450 defines LV net voltage ranges for vehicle power supply, improving safety and functional design for EV and ICE vehicles.
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11/13/24
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Safety and Artificial Intelligence – A look into the ISO 8800 Standard

As of October 17, 2024, the ISO/PAS 8800 standard went under publication. Generally, it takes 7 weeks from this time for the standard to be released.
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01/13/25
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Is the SW-FMEA Busywork? – A SW-FMEA Guide

Explore how SW-FMEA strengthens software architecture analysis, mitigates safety risks, and supports ISO 26262 compliance through a systematic approach.
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12/16/24
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Autonomous Vehicles and Explainable AI (XAI): A Fresh Look

Explore the challenges of Explainable AI (XAI) in Autonomous Vehicles and how ISO standards like ISO/PAS 8800:2024 and ISO/IEC 42001:2023 provide process-based...
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01/21/25
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Demystifying SOTIF Acceptance Criteria and Validation Targets – Part 1

We will discuss the basic concepts of SOTIF acceptance criteria and validation targets per ISO 21448:2022
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12/03/24
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Interplay between ISO 21448 and ISO 8800 for Autonomous Systems

How do ISO 21448 and ISO 8800 complement each other to enhance safety in autonomous systems? Learn how these standards tackle functional and AI-specific...
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11/07/24
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323 Likes

October 2024 Recap: How is AI and Autonomy doing?

In August of this year, the EU AI Act was enacted into law. Starting in 2025, enforcement will begin with substantial non-compliance fines, potentially...
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02/03/25
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SOTIF and FuSa Coupling

SOTIF and Functional Safety are distinct but have key areas of overlap. Understanding these connections can make applying SOTIF less daunting.
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01/07/25
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Requirements as She Is Spoke: Writing Clear, Verifiable Requirements

Learn how to write precise, verifiable requirements by using clear language, removing ambiguity, and ensuring consistency across technical teams.
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11/18/24
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320 Likes

It’s Requirements all the Way Down

Explore the requirements hierarchy: how many levels are reasonable, their relationships, and the value of bidirectional traceability.
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11/26/24
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621 Likes

The FMEA and ISO 26262 Relationship

Discover how FMEA and ISO 26262 align to improve system, hardware, and software safety in automotive engineering.
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11/11/24
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315 Likes

How We Stopped Worrying and Learned to Love Requirements

“Show me the requirements!” is a ubiquitous refrain in systems, safety, and security engineering. Requirements are the basic foundation of most...
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09/01/24
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What’s wrong with big data?

Is more data better? This question has spelled the end of countless AI projects. Common sense tells us that, yes, more data allows the model to fit our problem...
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08/13/24
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Walking on Thin Ice: The Risks of Ignoring Responsible AI in AI System Deployments

Roughly 2 years after the launch of OpenAI’s ChatGPT, AI incidents have surged over 70%, per the 2024 AI Index Report. The launch marked the start of the...
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08/08/24
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Short series: Introduction to the ISO/IEC 42001 Standard

ISO/IEC 42001 establishes our AI Management System and emphasizes the ethical and responsible use of AI.
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07/03/24
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SynSpace and SRES Partner to Provide ASPICE and Functional Safety Services

SecuRESafe (SRES) and SynSpace Group (SynSpace) have jointly announced a strategic partnership today to provide complementary AutomotiveSPICE® and functional...
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05/13/24
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Syntax, Semantics…Say What?

There are countless debates whether Artificial Intelligence is really “intelligent”, and then what “intelligent” really means. Some of these debates gravitate...
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09/18/24
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Could ISO/SAE 21434 Have Stopped the TeslaLogger Exploit?

A proactive implementation of a Threat Analysis and Risk Assessment (TARA) based on ISO/SAE 21434 Clause 15 could have addressed the vulnerabilities in...
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04/28/24
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Digging into the ISO/IEC 5469:2024 – Artificial intelligence: Functional safety and AI systems standard

The ISO/IEC 5469:2024 standard was released in January of 2024, and, unlike ISO/CD PAS 8800, it is not specific to just automotive.
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04/30/24
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AI System Lifecycle Processes – ISO/IEC 5338

Back in 2020 we would have never thought that a semiconductor manufacturer would be almost five times as valuable as the world’s biggest retail chain.
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03/25/24
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Where the FMEDA can go Wrong

In functional safety we consider risks stemming from two main buckets of failures: systematic and random hardware failures. Systematic failures are faults...
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10/01/24
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High Voltage Electrical Safety – Designing in Layers of Protection

Discover the layers of protection needed for automotive high voltage systems, including key safety standards like FMVSS 305 and ISO 26262. Learn how these...
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03/08/24
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Responsible AI requires an AI Management System – A look into ISO/IEC 42001:2023

Over the past few months, we’ve posted about recent AI incidents involving ethics and safety. Such incidents embody the need for responsible AI (RAI), which...
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02/26/24
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How does ISO 26262 address open source software?

We previously wrote about updates on the Third Edition of the ISO 26262 Standard. One of the updates included the additional topic of using pre-existing...
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02/07/24
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Autonomy Safety Standards in Automotive

The world of standards in the automotive autonomous vehicle industry is continually changing, at least relative to more stable standards in functional safety...
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01/26/24
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January Recap: How is AI and Autonomy doing?

Already early in 2024 we’ve seen several AI incidents including Deepfakes of celebrities, both alive and dead, and Chevrolet selling a Tahoe for $1.
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01/12/24
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SRES Partners with Jama Software

SecuRESafe (SRES) announced today they have partnered together with Jama Software, Inc. to provide the automotive industry with world-class support in...
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01/02/24
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Vultara and SRES partner to provide automotive security and safety services

SecurRESafe (SRES) and Vultara, Inc. (Vultara) have jointly announced a partnership today to provide cybersecurity and safety solutions to the mobility...
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12/18/23
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SRES Partners with SGS-TÜV Saar GmbH to provide SOTIF Professional and Safety for Artificial Intelligence Training

SecuRESafe (SRES) announced today they have signed a new cooperation agreement with SGS-TÜV Saar GmbH to provide both their SOTIF Professional training based...
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12/04/23
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November 2023 Recap: How is AI and Autonomy doing?

It’s now been a year since OpenAI released an experimental chatbot dubbed “ChatGPT”. Since then, the terms “ChatGPT” and “AI” have mushroomed, creating a...
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11/29/23
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Updates on the Third Edition of the ISO 26262 Standard

Although in fall of 2023 the preparation for the Third Edition of the ISO 26262 standard started, don’t expect an official release until sometime in Q2 of...
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11/06/23
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ISO 26262 is like bringing a knife to a gun fight with AI

As you have seen in the news on Tuesday, October 24, 2023, the California Department of Motor Vehicles issued a suspension of General Motors’ Cruise autonomous...
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10/26/23
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Autonomous Vehicles and Explainable AI (XAI)?

As you have seen in the news on Tuesday, October 24, 2023, the California Department of Motor Vehicles issued a suspension of General Motors’ Cruise autonomous...
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10/20/23
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Do you bleed safety?

One cool fall afternoon in Minnesota, as we were just finishing up football practice during my sophomore year...
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10/09/23
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SRES Announced as new course provider for TÜV Rheinland Functional Safety Training Program

SecuRESafe (SRES) announced today they have achieved designation as course provider of the TÜV Rheinland...
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10/04/23
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The start of a new beginning – the responsible engineer

At SRES we not only support functional safety, autonomy safety and cybersecurity, but we promote and are evangelists for responsible development. Being...
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10/03/23
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Why Responsible AI should matter?

AI is here and we are unable to turn back the clocks. In some cases, AI is resembling some of the fears from a 1960’s sci-fi movie. It has been known to...
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10/02/23
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Organizational compliance department: a sample framework

Whether you are working in safety, security, AI or other disciplines, it is critical that you show compliance of standards and regulations to your customers...
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01/23/24
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Short series: PMHF Formula

When conducting the FMEDA for the quantitative analysis, it is required to calculate the PMHF. There are formulas provided in the ISO 26262:2018 standard,...
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11/15/23
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Short series: Decomposition

Although we commonly think of the ISA/IEC 62443 series of standards as our leading guidance for industrial cybersecurity, it is actually a very horizontal...
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09/25/23
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Short series:  ISA/IEC 62443

Although we commonly think of the ISA/IEC 62443 series of standards as our leading guidance for industrial cybersecurity, it is actually a very horizontal...
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