WEBVTT

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Guillaume’s background in identity products

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AI in development: hype to structural shift

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Security lens: provenance, scale, agent identities

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Code velocity vs verification bottlenecks

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Regulation, SBOMs, and compliance reality

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New bug classes and tooling limits

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Practical governance: inventory, ownership, risk tiers

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Control set: threat model, MCP, non-human identity

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Immediate steps teams can do tomorrow

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Where the debate heads next year

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Provenance loops, copycat code, and IP risk

