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Talk Roberts Brownfield AI Native

Agent skill
1 skill
READMEOverview ↓

Use when the user asks about Katie Roberts's talk \"Stop Maintaining, Start Evolving: Applying AI-Native Engineering in Brownfield Codebases\" (AI Native DevCon, June 2026) — including questions about brownfield vs greenfield AI engineering, the three methodologies (pseudo-greenfield, strangler fig pattern, branch by abstraction), the \"code as a city\" metaphor, using AI to map and modernize legacy codebases, planning skills and developer skills, the value-vs-complexity mirror exercise, avoiding AI agents going rogue on legacy code, the AG Grid upgrade case study, Nearform's \"six months in eight weeks\" pseudo-greenfield case study, or applying her brownfield AI-native approach to current legacy modernization work.

Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI

Supported by the Atlas install prompt. Skill-specific requirements vary.

Skill stats

Skills1CategoryGeneralStars0

About this skill

Use when the user asks about Katie Roberts's talk \"Stop Maintaining, Start Evolving: Applying AI-Native Engineering in Brownfield Codebases\" (AI Native DevCon, June 2026) — including questions about brownfield vs greenfield AI engineering, the three methodologies (pseudo-greenfield, strangler fig pattern, branch by abstraction), the \"code as a city\" metaphor, using AI to map and modernize legacy codebases, planning skills and developer skills, the value-vs-complexity mirror exercise, avoiding AI agents going rogue on legacy code, the AG Grid upgrade case study, Nearform's \"six months in eight weeks\" pseudo-greenfield case study, or applying her brownfield AI-native approach to current legacy modernization work.

Quick start

  1. Copy the install prompt. Use the green button above this README.
  2. Send it to your agent. Paste it into your coding agent’s chat and send.
  3. Review the setup. Your agent checks the skill’s instructions, requirements, and installation scope.

Installation guide →

Review, license & listing details
Review the source before using this skill

This is an imported listing. We haven’t certified its safety, license, or compatibility. Skills may include executable scripts.

Automated security scan: Partial

Only SKILL.md was scanned. Supporting files and scripts were not checked. No safety grade has been assigned.

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

Content SHA-256: b2ad67d65edeb00fae3d46e2c4fec8b4669d3a5171c1ea825edaed66b392c0e4

About scan coverage and limitations
Original listing metadata

Original name

talk-roberts-brownfield-ai-native

Original description

Use when the user asks about Katie Roberts's talk \"Stop Maintaining, Start Evolving: Applying AI-Native Engineering in Brownfield Codebases\" (AI Native DevCon, June 2026) — including questions about brownfield vs greenfield AI engineering, the three methodologies (pseudo-greenfield, strangler fig pattern, branch by abstraction), the \"code as a city\" metaphor, using AI to map and modernize legacy codebases, planning skills and developer skills, the value-vs-complexity mirror exercise, avoiding AI agents going rogue on legacy code, the AG Grid upgrade case study, Nearform's \"six months in eight weeks\" pseudo-greenfield case study, or applying her brownfield AI-native approach to current legacy modernization work.

About this listing

Category
General
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.
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Talk Roberts Brownfield AI Native | Agent Skills Atlas