AI Architecture
Agents Don't Need More Autonomy. They Need a Gateway and a Memory.
How AyoWork orchestrates AI agents with a tool gateway, approval layer, model router and shared memory, and why the loop matters more than the model.
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AI Architecture
Physics as Code: Why Foundation Models Fail Without First-Principles Constraints
Why probabilistic AI models hallucinate in physical manufacturing, and how deterministic physics solvers turn ungrounded suggestions into buildable reality.
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Automation
The Replayable Factory: Turning PLC Data into a Digital Twin That Can Rewind
How machine data from PLCs on assembly lines and sorters, a physics-aware digital twin, and synchronized video turn a vague jam into a provable root cause.
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