AI-native Agentic Development Lifecycle · · 4 min read

Spec-to-Outcome Check: Does Your Workflow End at the PR?

spec to outcome check

Assess your agent harness for outcome orientation, trustable output, and continuous improvement. Extend spec-driven development through the product lifecycle.

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Assess your agent harness for outcome orientation, trustable output, and continuous improvement. Extend spec-driven development through the product lifecycle. Click image to open full size

From software development to product development

A trustable software factory

The metastream: improve the system that runs the product loop

Pick one real example

Use an AI tool you trust

Find the missing handoff

Run the Spec-to-Outcome Check

What the result can tell you

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Scaling AI Activity to Impact

Practical thinking on turning AI pilots, adoption, and portfolio work into business impact - by finding the constraint, changing the work, and proving value as you go.

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Yuval Yeret helps product and tech leaders move from agile theater to evidence-informed delivery. Work with Yuval →

Keep reading
  1. 01 Do WIP Limits Still Make Sense When Agents Write the Code?
  2. 02 How to Customize Your Scrum for the AI Age
  3. 03 How to Customize Your Team Flow for the AI Age
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