A Deep Dive into SCOPE
Explore the reasoning, review stages, and proportional escalation behind SCOPE, a candidate model for maintaining oversight as agentic development accelerates.
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Code reviews
Evidence, experience, and ideas for better software engineering.
Why the Traditional Code Review Model Is Under Strain
AI can generate changes faster than people can understand them. Explore why traditional code review struggles as review volume, complexity, and oversight demands grow.
Read articleSCOPE: A Staged Change Oversight Model for Agentic Development
An introduction to SCOPE, a staged oversight model for agentic development that adapts review effort to risk and preserves meaningful human responsibility.
Read articleFrom Peer Review to Self-Review: The Epistemic Risk of Agentic Development
What happens when peer review becomes self-review? Explore how agentic development can weaken independent judgment, shared understanding, and team knowledge.
Read articleWhen Agentic Coding Breaks Code Review
Explore code review surrender and exploitation: two failure modes amplified by agentic programming, and what they mean for meaningful human oversight.
Read articleWhat 40 Software Engineering Researchers Talk About When They Talk About AI
Reflections from a gathering of around 40 software engineering researchers on how AI is changing development, and the questions that deserve closer study.
Read articleAs We Can’t Slow AI, We Must Accelerate Responsibility
AI is changing software engineering in fundamental ways. A reflection on uncertainty, professional responsibility, and the choices we can make as the field evolves.
Read articleA Year In Review – 2024
A personal reflection on a challenging 2024, supporting family through difficult times, finding resilience, and appreciating small but meaningful moments.
Read articleMeasuring the Impact of Developer Experience
Research on how developer experience affects productivity, code quality, retention, and innovation, with evidence to help engineering leaders make the case for improvement.
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