Constraint Encoding as an Engineering Governance Primitive
How explicit constraints reduce execution variance while preserving developer control in mixed human-agent workflows.
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Essays and field notes on how teams design, validate, and scale autonomy across engineering systems.
Validated Review Loops for High-Throughput Delivery
A practical pattern for keeping quality bars stable as AI raises implementation throughput across repositories.
Read essayDelegation Boundaries in CI and Release Automation
Designing clear operational handoffs so autonomous execution remains observable, reversible, and policy-aligned.
Read essayAssisted Mode Onboarding for New Engineering Teams
Baseline practices that help teams adopt AI assistance without creating hidden coupling or brittle defaults.
Read essayFeedback Architecture on the Path to Self-Optimizing Systems
Signals, auditability, and control loops needed before continuous autonomous improvement can be trusted.
Read essayPortfolio-Wide Gradient Mapping for Platform Leaders
Using a shared autonomy vocabulary to compare delivery systems, find risk hotspots, and prioritize interventions.
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