luis ayala·May 14Don’t Attack the Surface Style Before Investigating the ContextOne of the fastest ways to expose shallow thinking is to judge the surface of something before understanding the context that produced it.
luis ayala·Apr 20Constraint Before Computation The OPHI Execution Model for Reality AdmissionThe OPHI Unified Cognition Architecture establishes a new class of system where execution is no longer a sequence of instructions but a…
luis ayala·Apr 13Claude Mythos and the Return of Containment ThinkingAnthropic has, intentionally or not, shifted how frontier AI systems are framed. The discussion around “Claude Mythos” is less about raw…
luis ayala·Apr 7Modern cybersecurity is no longer adequately described as a contest between attackers and defenders…Modern cybersecurity is no longer adequately described as a contest between attackers and defenders operating over codebases and networks…
luis ayala·Apr 5Part 3 — Why Most “Deterministic” Systems Still Aren’tThere’s a quiet assumption behind a lot of engineering systems: if we’re careful enough, the system will behave deterministically. That…
