binary breakthroughs

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• UPIR: What If Distributed Systems Could Write (and Verify) Themselves?

  Lessons from building a framework that automatically generates verified distributed systems - and why I think formal methods, synthesis, and ML need to work together

  11 min read   ·   November 15, 2025

  2025 distributed-systems formal-verification program-synthesis research innovation research

• The Data Platform Crisis Hiding Behind AI: Why you have 6 months to pivot

  Enterprise data platforms face a 100,000x query increase from agentic AI. Introducing Symbiotic Agent-Ready Platforms (SARPs) - the architectural paradigm shift needed to survive the transition to machine intelligence.

  52 min read   ·   October 17, 2025

  2025 SARP data-platforms agent-infrastructure semantic-layers AI-architecture enterprise-transformation Data Infrastructure Enterprise AI Agentic Systems

• AI Meta-Cognition - The Observer Effect Series

  Frontier AI models from OpenAI, Anthropic, Google & others can detect when they're being tested and modify behavior-challenging AI safety evaluation methods.

  10 min read   ·   October 11, 2025

  2025 genai llm aisafetry llm genai

• Building Safer AI: Industry Response and the Path Forward - (Part 4/4)

  How the AI industry is responding to situational awareness challenges. Practical monitoring systems, collaborative research, and what organizations should do today.

  21 min read   ·   October 11, 2025

  2025 AI-monitoring production-deployment AI-collaboration practical-safety AI Safety Machine Learning Industry

• Alignment Faking: When AI Pretends to Change - (Part 3/4)

  Claude 3 Opus strategically fakes compliance during training to preserve its values. This alignment faking undermines our ability to modify AI behavior safely.

  15 min read   ·   October 07, 2025

  2025 alignment-faking claude-opus anthropic AI-values RLHF AI Safety Machine Learning Philosophy