- intro: cached gemma3 rewrite to one clean paragraph (raw ESCO stays the provenance reference); overlays/<slug>/intro.md wins when present - competences: full essential list, the silent essential[:15] alphabetical cut is gone - hot technologies: derived by p3c from post-gate market ranking (omitted below 30 gated ads), no longer the alphabetical O*NET dump - standardized O*NET proxy caveat for non-exact crosswalk matches - overlays/<slug>/workflow.md preserves curated core workflows across regeneration (flagship overlay included) Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01PDKeXvpT6tENSvyQGLV1Uq
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Artificial intelligence engineers apply AI methods from engineering, robotics and computer science to design programs that simulate intelligence — including reasoning models, cognitive and knowledge-based systems, problem solving and decision making. They also integrate structured knowledge into computer systems (ontologies, knowledge bases) to solve complex problems that normally require a high level of human expertise, and they carry models from prototype to monitored production systems.