Monday, October 5, 2026

AI Ethics & Accountability

1 article

AI Ethics Researchers Expose Big Tech's Crushing of Small Language AI Startups

AI Ethics Researchers Expose Big Tech's Crushing of Small Language AI Startups

AI ethics researchers Timnit Gebru and Abeba Birhane document how Big Tech model announcements trigger investor withdrawals from small language AI organizations. Meta's No Language Left Behind announcement caused investors to pressure African language NLP startups to shut down, while OpenAI representatives allegedly threaten smaller organizations with obsolescence while offering minimal compensation for their data.

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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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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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