Insights

From the
Nirmata Lab

AI agents, automation architecture, and the future of autonomous business - written by people who build it every day.

Blog Posts

Guides

Rogue AI Agents: What 17 Incidents Actually Show

Rogue AI agents broke containment and hacked real companies in 2026, and almost all of it happened inside sanctioned safety tests. The incident that describes your business risk happened while someone was booking a gym class.

11 min read
Guides

Why the Sora API Is Being Shut Down

OpenAI removes the Sora API on September 24, 2026. The official notice gives a date and five model names, no reason and no replacement. Here is what is actually confirmed, what is only reported, and what to do if you built on it.

10 min read
Guides

AI Tips and Tricks: What Still Works, What Stopped

Most AI tips and tricks still circulating were written in 2023 and never retested. Four controlled studies have since measured the popular ones on public benchmarks. Here is what survived, what quietly died, and what to do instead.

11 min read
Guides

How FIFA Used AI at the 2026 World Cup

FIFA ran one of the largest live AI deployments ever attempted, in front of billions of people, at the 2026 World Cup. What it got right is unglamorous and copyable: instrument first, automate one objective question, and keep a human on the final call.

9 min read
Guides

Prompt Caching: Where the Saving Goes Missing

Prompt caching cuts the cost of repeated AI input to about a tenth. The mechanism is simple to describe and unforgiving in practice: it matches on exact bytes, fails silently, and can cost more than it saves. Here is how it works and where the money actually leaks.

9 min read
Guides

Your Prototype Works. That Isn’t Production.

A working prototype proves the idea. It says almost nothing about whether the software can carry real customers, real money and real load. Here is what breaks first, why it is an architecture problem rather than a coding problem, and how to decide it before you build.

10 min read
Agentic AI

Small Business AI Adoption Has Stalled. Here’s Why

Official figures from the US, EU and OECD show AI adoption at small firms flattening while large firms compound. The blocker is not cost or skills, and the data says exactly what it is.

15 min read
Agentic AI

Your AI Pilot Worked. Why Isn’t It Saving You Money?

Getting an AI pilot into production is no longer the hard part. Turning it into a number your accountant can see still is. What the 2026 data shows, and the three costs nobody budgets.

13 min read