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06 / Manara

More discipline in AI-assisted development.

Open-source orchestration for more disciplined AI-assisted development.

ROLE

Independent builder

CONTEXT

Developer tooling / AI

STAGE

Open source

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01 / CONTEXT

The product problem.

An orchestration approach for disciplined AI-assisted software development.

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Task stagesSmall implementation slicesBehavior specificationsQuality guardsTest guards
02 / PRODUCT DECISIONS

What matters. And why.

01

Give the workflow a structure.

Route tasks through stages and split implementation into small slices.

02

Put behavior before sensitive code.

Write behavior specifications before implementing sensitive logic, then apply quality and test guards.

PRODUCT CONTEXT

Source code is available on GitHub.

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