Akash Hadagali Persetti

@akashpersetti

Building agentic AI systems on AWS. Notes from the actual work.

Bloomington, Indiana, United StatesJoined June 2026

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Shipping production agentic AI systems on AWS | LangGraph, FastAPI, Bedrock | MS CS ’26, Indiana University | Open to New Grad AI Engineer & SWE roles

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Akash Hadagali Persetti's blogs

Building Agents on AWSakashpersetti.hashnode.dev2 posts

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AHAkash Hadagali Persettiakashpersetti.hashnode.dev5h ago · 6 min read

I stopped putting AWS keys in GitHub Secrets. Here's what I do instead.

For a while my deploy pipelines all worked the same way. Generate an IAM user, copy its access key and secret into GitHub repo secrets, and let the workflow use them. It deploys fine. It also means a

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AHAkash Hadagali Persettiakashpersetti.hashnode.dev1d ago · 5 min read

Why my LangGraph agent throws away its checkpoint on every request

The problem Wingman is a worker-evaluator agent. A worker LLM tries to satisfy a success criteria, an evaluator decides if it passed, and if it failed the worker retries up to 5 times. Standard loop.

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Akash Hadagali Persetti

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Akash Hadagali Persetti's blogs

Recently published

I stopped putting AWS keys in GitHub Secrets. Here's what I do instead.

Why my LangGraph agent throws away its checkpoint on every request

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Akash Hadagali Persetti

About

Available for

Akash Hadagali Persetti's blogs

Recently published

I stopped putting AWS keys in GitHub Secrets. Here's what I do instead.

Why my LangGraph agent throws away its checkpoint on every request