Artifact
The AI-augmented Delivery Loop
High-performance delivery, human-in-the-loop control, thoughtfully engineered. A structured, repeatable process that turns business needs into working software — and self-improves on every pass.
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Ship · Learn · Repeat
01SPEC
02DESIGN
03ARCHITECT
04PREFLIGHT
05STRUCTURE
06PLAN
07DEVELOP
08INTEGRATE
09DEPLOY
10RELEASE
11CLOSE-OUT
12MEASURE
Human-led
Automated — CI/CD
Go-live
AI-assisted
PIPELINE STAGES
01
SPEC
Human
AI
Draft a PRD spec that defines the problem, what success looks like, and sets targets.
02
DESIGN
Human
AI
Decide what the user sees.
03
ARCHITECT
Human
AI
Decide how it's built underneath.
04
PREFLIGHT
Human
AI
Resolve open questions; sign off before work starts.
05
STRUCTURE
Human
AI
Break the work into dev items.
06
PLAN
Human
AI
Estimate and sequence the dev items.
07
DEVELOP
Human
AI
Write the code.
08
INTEGRATE
Auto · CI
AI
Auto-build, test, and merge every change.
09
DEPLOY
Auto · CD
AI
Push the build to environments.
10
RELEASE
Go-live
Human
AI
Draft the release notes. Switch it on for users.
11
CLOSE-OUT
Human
AI
Confirm what shipped; archive the project.
12
MEASURE
Human
AI
Did it move the needle? Monitor the KPIs and the effects on outcomes.
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AI is a co-pilot, not a stage. It assists most phases — drafting the spec, generating designs, writing code, summarizing results — while people still decide.