A free-form prompt is not enough context for a real coding ticket. A bounded Markdown work pack tells the AI where it can and cannot go, what tests must pass, and when to stop and ask.
Different layers in the AI coding stack. They are not the same job.
| Capability | Free-form prompt | Motiocomp work pack |
|---|---|---|
| Captures the goal | limited | yes |
| Bounded file scope | no | yes |
| Do-not-touch list | no | yes |
| Required tests | no | yes |
| Surfaces missing questions | no | yes |
| Safe-for-agent verdict | no | yes |
| Repeatable across tickets | no | yes |
| Same contract every time | no | yes |
Quick exploration. One-off questions. Anything that does not touch shared code.
Real tickets that ship to production. Anything that needs bounded scope, tests, and a review verdict.
It is a structured Markdown contract that always has the same fields, populated from the ticket and repo context. Agents rely on the structure.
No. Compiling takes seconds, and saves the rounds of back-and-forth that a free-form prompt usually triggers.
Yes. Workspaces can add custom sections like compliance notes or data classification rules.
Paste any messy ticket. Get a clean Markdown work pack you can hand to Cursor, Claude Code, or Copilot.
From ticket to agent-ready in seconds.