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Engineering

22 Sep 2026

11 min read

One prompt, many outputs: inside the Quorvel 3 planner

Why we stopped answering prompts and started planning them, and what broke on the way.

Tariq Bensalem

Staff Engineer, Planner

A prompt like ‘turn this week’s tickets into a plan for Monday’ isn’t one task. It’s a summary, a chart, a set of issues and a few replies. Quorvel 3 treats it that way.

Plan first, write second

The planner reads the request and your connected tools, then proposes outputs before writing anything. Each output gets its own sources and its own reviewer.

What broke

Parallel outputs disagreed with each other. The fix was a shared fact sheet every output reads from, so the chart and the doc always quote the same number.

Written by

Tariq Bensalem

Staff Engineer, Planner

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