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April 2026

  • Science

Establish peer-review requirements for all safety-critical architectural decisions.

Steven HaynesApril 29, 2026May 9, 20260

Establishing Peer-Review Requirements for Safety-Critical Architectural Decisions Introduction In modern engineering, software and systems architecture are the foundations upon which…

  • Technology

Threat modeling methodologies assess the risk profile of AI-enabled infrastructure components.

Steven HaynesApril 29, 2026May 9, 20261

Outline Introduction: The shift from traditional software security to AI-specific risk management. Key Concepts: Defining the AI attack surface (Data…

  • Technology

Implement version control systems that track safety-related code changes explicitly.

Steven HaynesApril 29, 2026May 9, 20260

Outline Introduction: The critical intersection of safety-critical systems and modern version control. Key Concepts: Defining “Safety-Related Code” and the anatomy…

  • Technology

Mandate documented evidence of data scrubbing to prevent PII exposure in models.

Steven HaynesApril 29, 2026May 9, 20260

Contents1. Main Title: The Imperative of Documented Data Scrubbing: Protecting PII in AI Model Development2. Introduction: The shift from “move…

  • Technology

Human-in-the-loop validation remains essential for high-stakes decision-making verification.

Steven HaynesApril 29, 2026May 9, 20260

Outline Introduction: The illusion of algorithmic infallibility and the necessity of human oversight. Key Concepts: Defining Human-in-the-Loop (HITL), the “Black…

  • Technology

Align internal development roadmaps with emerging global AI safety regulations.

Steven HaynesApril 29, 2026May 9, 20260

Contents1. Introduction: The shift from AI “wild west” to a regulated framework (EU AI Act, NIST AI RMF).2. Key Concepts:…

  • Technology

Maintain a comprehensive registry of all training datasets to ensure transparency.

Steven HaynesApril 29, 2026May 9, 20260

Contents1. Introduction: The “Black Box” problem in AI; defining the data registry as the foundation of accountability.2. Key Concepts: Data…

  • Technology

Automated regression testing prevents safety regressions when updating or fine-tuning existing models.

Steven HaynesApril 29, 2026May 9, 20260

Automated Regression Testing: The Guardian of AI Safety Introduction In the rapid-fire world of artificial intelligence, the pressure to iterate…

  • Technology

Require third-party adversarial testing for all models entering public production.

Steven HaynesApril 29, 2026May 9, 20260

Mandating Third-Party Adversarial Testing for Public AI Models Introduction The pace of artificial intelligence deployment has shifted from experimental research…

  • Technology

Develop standard operating procedures for incident response in cases of model failure.

Steven HaynesApril 29, 20260

Establishing Robust Incident Response SOPs for AI Model Failure Introduction Artificial Intelligence is no longer an experimental sandbox; it is…

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