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Insights

Field notes from production AI.

What we learn building systems that have to work — written for the engineers and operators who run them.

Methodology

AIDLC: what SDLC never taught you about shipping AI

Version control and CI/CD solved software delivery. AI broke the playbook — models are probabilistic, data drifts, and demos lie. The lifecycle we built after 340 deployments.

June 2026

9 min read

Agentic AI

The agent your compliance team will actually approve

Autonomy isn't a model property — it's a runtime property. Least-privilege tools, confidence-based escalation, and replayable audit trails: how Zorat makes agents governable.

May 2026

11 min read

Data Intelligence

Before you buy more AI, map what your business means

Models operating on raw tables make expensive mistakes. Ontology-driven context — entities, relationships, rules — is the highest-leverage AI investment nobody budgets for.

April 2026

7 min read

More articles publishing soon. Full essays available on request — write to mayur.patil@aurelia.tech.