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Persistent Worlds Need Deterministic Governance
When AI agents stop responding to single prompts and start living in multi-day economies, the failure modes change. So must the evidence.
May 22
•
Ali Toygar Abak
The Phionyx Architecture: Treating LLMs as Sensors, Not Oracles
Eight axioms, three layers, and why “LLM output is measurement, not truth” is the foundation of deterministic AI.
May 9
•
Ali Toygar Abak
Inside the 46-Block Deterministic AI Pipeline
How a fixed-order evaluation pipeline turns an unreliable LLM into a deterministic system.
Apr 28
•
Ali Toygar Abak
The LLM Is Not the Product
Why building around the model — instead of on top of it — changes everything.
May 1
•
Ali Toygar Abak
Why Every AI Runtime Needs a Kill Switch
Four trigger conditions, fail-closed design, and the architecture of “when in doubt, stop.”
Apr 24
•
Ali Toygar Abak
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