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The Agent Stack

Vinoth Govindarajan

The Agent Stack is a technical deep dive into how modern AI agents actually work under the hood, from control loops and memory systems to orchestration, evaluation, and production deployment.

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Issues25Founded7 months agoLast Issue10 days ago
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Artwork for The Agent Stack

Latest Issues

Hermes Agent Architecture - Part 3: Memory, Skills, and the Self-Improvement Loop

I taught Hermes one fact and one procedure. They persisted differently.

I wanted to answer one practical question.

If I teach an agent one environment fact, one personal preference, and one repeatable procedure, what should survive afte...

10 days ago
11
5

Hermes Agent Architecture - Part 2: Prompt Assembly, Context Files, and Compression

I changed Hermes’s USER.md while a session was still running.

The file changed immediately.

The next provider-bound request did not.

It still contained the old user profile.

Then I compressed the session.

Same session ID. New system...

17 days ago
9
4

Hermes Agent Architecture - Part 1: Gateway, Sessions, and the Agent Loop

I wanted one simple task I could use to trace Hermes end to end.

Create a file with a unique marker. Read it. Calculate its SHA-256 digest. Then answer a follow-up:

Which marker did you read, and which workspace did you use?

The task is...

24 days ago
17

The Data Agent Stack - Part 7: Evals, Provenance, and Production Feedback Loops

The agent answered the same question correctly yesterday.

Overnight, a context document, metric definition, schema, model, or tool changed.

Today, the SQL still compiles. The query still returns rows. The answer is different.

Which part...

a month ago
5
2

The Data Agent Stack - Part 6: Trust, Permissions, and Governance

The SQL compiled.

The warehouse returned 42,871 rows. The chart matched last quarter’s report. The explanation was clear.

There was only one problem.

The requester could not access the customer-level table.

The data agent’s service iden...

a month ago
3

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Authors

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  • Vinoth Govindarajan

    Systems engineer at OpenAI, open-source contributor, and co-author of Engineering Lakehouses with Open Table Formats, explaining how modern AI agents and data systems actually work in production.

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