AI systems that survive production
Most AI agents in production are demos with extra steps. I help teams build the ones that aren't.
I'm Bhanu Chaddha. I work with teams putting AI agents and RAG into production: the parts that hold up once the demo is over.

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- Agents in Production
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- Structured Thinking
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- The Delivery Layer
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- The AI Agent Playbook
Fifteen years building distributed systems before AI is why the production critique lands. About me
What I write about
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View all →Precise Enough to Be Wrong
Structured Thinking · part 6
Precision is a resource, not a virtue. Decide how exact the answer needs to be before you start, or the deadline decides it for you at the worst moment.
Guess First, Then Try to Prove Yourself Wrong
Structured Thinking · part 5
Analysis with no hypothesis expands to fill the time and yields a folder, not an answer. Commit to a guess on day one, then spend the time killing it.
Write the Dataset Before You Write the Agent
How to Build a Production AI Agent · part 1
Most agents are three boxes and no way to know if they are still right. This series builds the rest. First step: label the dataset before the agent exists.
The Request Is Not the Problem
Structured Thinking · part 4
Most requests arrive as somebody's private guess at a solution. Reconstructing the real question behind one takes an hour, the cheapest hour in the project.
Working on something in this space? I'm happy to talk it through.