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 →Claude Code Guardrails: Permissions and the Sandbox
Claude Code runs with your keys. What it can reach by default, which settings.json rules help, why they are not a wall, and how to turn on the built-in sandbox.
Say It Back Before You Leave the Room
Structured Thinking · part 7
Notes preserve a conversation but never structure it. Compress a rambling brief into three named themes and say them out loud while it can still be corrected.
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.
Working on something in this space? I'm happy to talk it through.