Talk Roberts AI Native Brownfield

About this skill

Use when the user asks about Katie Roberts''s talk \"Stop Maintaining, Start Evolving: Applying AI-Native Practices to Brownfield Codebases\" — including questions about using AI to build large complex systems (her ~350k-line Rust S3 clone experiment), test oracles, flaky tests with AI agents, why 100% test coverage is the wrong goal, human-in-the-loop AI coding, AI-assisted performance engineering, using the type system to enforce invariants, tracing as an AI debugging tool, or applying her approach to brownfield/legacy modernisation work.

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0 potential findings · Scanned 11/4/2026 · Scanner 0.2.1

Content SHA-256: b93be29e2cff098cc691402e0905012a3ab55b958fb2df30a328436079fb4e34

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Original listing metadata

Original name

talk-roberts-ai-native-brownfield

Original description

About this listing

Category: Science & research
Reported license: Apache-2.0
Listing language (estimated): English
Review status: Not individually reviewed
Agent compatibility: Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.