Insights from the edge of AI infrastructure. Deep dives, implementation guides, and straight talk about building AI systems that work in production.
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AYA and the Dupoux-LeCun-Malik Paper
How 18 months of building AYA aligns with a March 2026 paper on autonomous learning from Dupoux, LeCun, and Malik. 10 posts exploring the convergence.
Read the paper: arXiv:2603.15381 →Paper by Dupoux, LeCun, & Malik, licensed under CC BY 4.0. TRIZZ AI is not affiliated with the authors. All opinions expressed in this series are our own.
AYA and the Dupoux-LeCun-Malik Paper — Part 10
The honest claim: convergent evolution, core systems implemented, significant work remaining. The serious thinkers validated the direction.
AYA and the Dupoux-LeCun-Malik Paper — Part 9
Imagination-based learning. Richer scaffolding. Meta-evolution. Active curiosity. What we're missing and why.
AYA and the Dupoux-LeCun-Malik Paper — Part 8
System A and System B need each other. Most companies build one or the other. Integration is where the value lives.
AYA and the Dupoux-LeCun-Malik Paper — Part 7
Autonomous learning + opacity = audit disaster. We log intent before execution. The 200ms latency is the cost of accountability.
AYA and the Dupoux-LeCun-Malik Paper — Part 6
Level-based pattern hierarchy. Atomic patterns scaffold composed patterns. Evo/Devo by another name.
AYA and the Dupoux-LeCun-Malik Paper — Part 5
Everyone talks about continuous learning. Almost nobody actually implements the outcome capture, classification, and feedback infrastructure.
AYA and the Dupoux-LeCun-Malik Paper — Part 4
When should AI act autonomously versus ask for help? Multi-threshold system with adaptive calibration. The mechanism that makes deployment possible.
AYA and the Dupoux-LeCun-Malik Paper — Part 3
Frozen models fail in production. Human-dependent retraining doesn't scale. The paper confirms what we learned the expensive way.
AYA and the Dupoux-LeCun-Malik Paper — Part 2
Meta-control doesn't have to be monolithic. We distributed it across multiple services because single points of failure are ridonkulous in production systems.
AYA and the Dupoux-LeCun-Malik Paper — Part 1
A paper from Dupoux, LeCun, and Malik drops—and reads like a theoretical justification for what we've been building for 18 months. Convergent evolution from different starting points.
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