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News articleAI Now Institute

Accountability

View original at ainowinstitute.org
AI Now Institute - Ai Policy Title: Accountability Date: 2026-02-10 14:36 Source: https://ainowinstitute.org/publications/accountability <div class="wp-block-buttons has-custom-font-size has-medium-font-size is-content-justification-left is-layout-flex wp-container-core-buttons-is-layout-51c3bbf5 wp-block-buttons-is-la…
Opening lines of the source · AI Now Institute · short snapshot — read the full document at the original

What we drew from this source

The claims Via News extracted from this document. We point to the source; we don't replace it.

  • The experience of digitalization in India has escalated impunity

    80% confidence
  • An Uber driver questioned why his data is kept secret from him for his privacy when he uses his own money, car, fuel, insurance, time, and risk

    80% confidence
  • India's gig worker laws have achieved access to data that laws in other countries haven't operationalized yet

    80% confidence
  • Power operates through the way information is disseminated or hidden

    80% confidence
  • India's RTI law has unique feature requiring bureaucrats to pay fines from their own pocket for every day of delay in providing information

    80% confidence
  • There is nothing better than a social relationship and nothing worse than being marked dead because you're merely a digit

    80% confidence
  • Everyone claims they are accountable—even dictators—but the question is accountable to whom

    80% confidence
  • Gig economy platforms control workers through algorithms designed for profit maximization while claiming altruistic purpose

    80% confidence
  • Aadhaar was claimed to be not mandatory but without it nobody could get welfare benefits essential for survival

    80% confidence
  • More than a hundred people in India have been killed pursuing freedom of information requests

    80% confidence
  • Two million pensioners in Rajasthan had pensions stopped because they were unable to verify through biometric system as being alive

    80% confidence
  • Access to platform algorithms and data is more powerful than winning specific wages or social security because it provides access to how power is being dispensed

    80% confidence

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Q4 2026 Biopharma Catalyst Cluster: Late-Stage Readouts and Regulatory Milestones
October 2026 brings a dense run of Phase 3 wins (ALOFT-IPF, RESTORE-3), new data presentations (Roche, Bayer, Lilly, Vertex, Galderma) and regulatory steps (FDA acceptance of Roche's vamikibart BLA, Scholar Rock's EMA resubmission). The next big catalyst is the ivonescimab FDA PDUFA date on 2026-11-14. Obesity combination studies (REDEFINE 4, TOGETHER-PsO) and the 2027 Maritime-1 completion point to more catalysts ahead. QAIAx's speculative AI-linked trial claims (the QIII pilot, targeted for 2027) are an unrelated micro-cap sideshow with weak evidence, and have little in common with the large-cap pipeline news.
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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.
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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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