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Curated developer articles, tutorials, and guides — auto-updated hourly
James Smith3d ago • 4 min read
Bounded Agent Repair: Measuring Review Demand Requires Aligned Evidence
Why bounded agent repair requires complete metric definitions and aligned event records to assess re...
#engineeringinsights#deliveryassurance#aiassisteddelivery
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James Smith3d ago • 6 min read
Planning Gates: Recording Approval, Revision and Final Acceptance
Define planning gates, approval roles, material changes, lifecycle records and evidence for final ac...
#engineeringinsights#engineeringpractice#aiassisteddelivery
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James Smith3d ago • 6 min read
Why First-Pass Rate Does Not Measure Engineering Delivery
Why first-pass gate performance cannot measure engineering delivery without clear definitions, denom...
#engineeringinsights#measurement#aiassisteddelivery
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James Smith3d ago • 5 min read
Why Agent-Led Code Repair Needs a Hard Cap
How hard caps limit repeated agent-led code repair, constrain unsafe retries and return unresolved w...
#engineeringinsights#deliveryassurance#aiassisteddelivery
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James Smith3d ago • 5 min read
Why First-Pass Rate Does Not Measure End-to-End Delivery
First-pass rate measures gate performance, while end-to-end delivery requires defined cohorts, lifec...
#engineeringinsights#measurement#aiassisteddelivery
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James Smith3d ago • 4 min read
Cross-Family Code Review: An Operational Control Without Comparative Evidence
Assessing cross-family code review as an operational control, its evidence limits, routing snapshot ...
#engineeringinsights#codereview#aiassisteddelivery
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James Smith3d ago • 7 min read
Commit-Bound Evidence and Human Acceptance in an Internal Software Factory
A control path linking approved plans, commit-bound CI evidence, independent review and human accept...
#engineeringinsights#softwarefactory#aiassisteddelivery
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James Smith3d ago • 6 min read
Designing Commit-Bound Acceptance Gates for an Internal Software Factory
A design-status report on plans, commit-specific CI evidence, independent review, repair limits and ...
#engineeringinsights#softwarefactory#aiassisteddelivery
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