Insights & Updates
Thoughts on AI agents, capability systems, structural safety, and the future of software.
Proof-Carrying Operations: From Digital Twins to Trusted Action
Digital twins are necessary but not sufficient for industrial AI agents. Proof-carrying operations is an architecture where every high-stakes AI-assisted action carries evidence, rules, approvals, and an audit trail before it crosses into operation.
SAP Clean Core Migration: Ontology Extraction in Practice
We connected Vyuh to a live SAP system and extracted its full ontology: custom objects, Fiori apps, OData services, data flows. Then we deployed an AI advisor grounded in the extracted structure. Here's what we learned.
Why Agent Guardrails Don't Work (And What Does)
Everyone building AI agents hits the same wall: how do you let an agent act without it doing something catastrophic? Guardrails feel right. They're also fundamentally flawed.
From Chatbots to Compilers: The Evolution of AI Agents
We kept feeding models more leverage. More context, more tools, more autonomy. Until the bottleneck moved from model intelligence to everything around the model.
Code Understanding is Harder Than Code Generation
Everyone's excited about LLMs writing code. But the harder problem is understanding code that already exists. Generation is greenfield. Understanding is brownfield.