OpsAgent

Ops agents that show their work.

They watch the line, find the cause, and answer only from data. Every answer shows its proof.

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New · Demo on mock data

BottleCo

Two agents. One production floor.

One agent watches five live numbers per line. One answers questions, only from data.

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Line 1Running
Overall score62%
Speed91%
Preforms left38 min

In the lab

FMCGCo

A stock policy studio on SAP-style data.

It answers one question: how much service do we buy with how much cash? It tests supply shocks and drafts a change list. A planner approves it. It never writes to SAP.

Service vs cashShock testChange list

First look Dec 2026 · Data: SAPiBench (MIT)

In the lab

MachineCo

Coming later

Thoughts

Notes from the build.

All thoughts

Answers only from data.

Why my factory agents never guess, and how they say "not clear".

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Test an agent with an answer key.

Eight hidden events. Seven known causes. One that must stay unsolved.

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Good factory data is messy data.

Clean demo datasets hide the problems agents are built to find.

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About

From the deal room to the factory floor.

I'm Noel Antony Paliath. Engineer, then consultant, now in strategy at Hyundai Motor Group. OpsAgent is my own project.

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