06 · AI · In-house

Was building custom agents in 2022 — when it was still a contrarian bet.

Early AICustom agentsContent automationPre-ChatGPTIn-house

2d → 3hcontent production cycle

At Manna, AI was not on anyone's roadmap. The content pipeline was a two-day human relay. I made the case for automation early — and built it.

Custom agents and an automated content pipeline. Internal advocacy and onboarding so the team trusted the system. Quiet, careful, no theatrics.

Content production: 2 days → 3 hours. A working AI workflow inside a non-AI company before the category existed.

field note

I move on the technology curve early — and I bring teams with me.

headline metric

2d → 3h

content production cycle

what this proves

I move on the technology curve early — and I bring teams with me.

contact

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