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AI-assisted reporting, grounded in a per-article claim ledger. Perspective Coverage and Reality Strip separate source viewpoints from evidence, adoption, hype, incentives, and confidence.

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Today For You My Stack Off Radar Search

Hanqing Zhao — person — Clarity Today

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Hanqing Zhao

Georgia Tech researcher running Vibe Security Radar; states confirmed counts are a floor and true totals may be 5-10x higher.

Current clusters

product1 distinct publisher

AI writes the Dockerfile, and the pipeline is still checking the app code

Two 2026 studies put AI-generated deployment infrastructure at worse than a coin flip, and the gates most CI pipelines run were built for application source, not config.

Publishers:devops.com

Reality

Evidence58
Adoption52
Hype gap+12
Incentives66

Confidence57