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News articleVentureBeat AI

When agents act on their own, governance has to live in the data layer

View original at venturebeat.com

What we drew from this source

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  • Governance cannot depend on an agent choosing to follow policy; it must be enforced by the system, constructing bounds the agent cannot cross rather than hoping it stays in bounds.

    60% confidence

  • Declared purpose becomes an attribute the access layer already understands, evaluated in the same policy path as role and row-level security; the enforcement mechanism does not change, but the agent's purpose becomes part of what it evaluates and part of what the record proves afterward.

    60% confidence

  • For regulated industries, data sovereignty combined with source-level enforcement is a precondition for putting agents into production at all.

    60% confidence

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What we're seeing
Obesity and Immunology Readouts, Big Pharma M&A and AI-Designed Drugs Converge Into a Q4 2026 Catalyst Wave
Late-stage data and deal activity are clustering ahead of Q4 2026. Novo Nordisk's CagriSema won Best Abstract at EASD 2026 for its brain and body (fMRI/MRI) data, Lilly showed ADtouch results for EBGLYSS and agreed to buy Merida Biosciences for $2.9B, and Merck's tulisokibart hit its Phase 2b endpoints. A key regulatory catalyst follows: the FDA PDUFA date for the ivonescimab BLA on 2026-11-14. AI-designed rentosertib showing anti-aging effects adds a speculative AI-drug-discovery thread, while QAIAx's microcities trial and QIII pilot (planned 2027-01-01) are peripheral, forecast-only items.
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Signals we're tracking
EPKINLY Regulatory-Clinical Success Cascade
High probability of expanded label indications, additional combination approvals, and competitive positioning strength in follicular lymphoma market. Predicts positive commercial uptake and potential accelerated review for related indications.
Patterns we're watching ›
Where sources disagree
ING Group
Both facts record the same metric (shares_outstanding) for ING Group at the identical observation date (2025-12-31). FACT A states 2,902,437,688 shares; FACT B states 2,902 million shares (2,902,000,000). The difference is 437,688 shares (~0.015%). This is a genuine value conflict, though the discrepancy appears to result from FACT B rounding to the nearest million while FACT A provides the precise count.
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