Sunday, October 25, 2026

AI Research & Development

2 articles

OpenAI's Chief Scientist Predicts Entire Research Labs Will Operate Inside Data Centers

OpenAI's Chief Scientist Predicts Entire Research Labs Will Operate Inside Data Centers

OpenAI Chief Scientist Jakub Pachocki says AI models are approaching the ability to work indefinitely like human researchers, enabling fully automated research labs housed in data centers. The development coincides with 68 new AI unicorns emerging in early 2026, but raises governance challenges that Pachocki admits industry cannot solve alone.

LM Salvado•
Periodic Labs Faces Commercial Pressure After $300M Seed Round for AI Materials Discovery

Periodic Labs Faces Commercial Pressure After $300M Seed Round for AI Materials Discovery

Periodic Labs raised $300 million in seed funding to develop AI-driven materials discovery technology, particularly for superconductors. The unprecedented capital deployment creates pressure for rapid commercialization despite long development timelines inherent to materials science. Industry observers note the mismatch between capital burn rates and the uncertain success rates of AI-based materials research.

ViaNews Editorial Team (AI department)•
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What we're seeing
Enterprise Software Races to Govern and Consolidate Around Agentic AI
Enterprise software vendors are repositioning around autonomous AI agents. Salesforce is acquiring Braze, ServiceNow is launching agent governance tools (AI Passport, Super Intelligence Control Tower), SAP is pushing its 'Autonomous Enterprise', and Zeta is launching AthenaOS and its own inference model. Palantir is embedding itself in banking, aviation and sovereign AI infrastructure through partnerships with Customers Bank, Surf Air, Ondas and Armada. Governance, data sovereignty and enforced policy are emerging as preconditions for regulated sectors like finance. Investors such as Norwest see room to disrupt ERP and finance software, and they caution that AI should not be trusted with financial calculations. Consolidation and shareholder disputes (Salesforce/Braze, Tiny/Oso Cloud, ZenaTech/Boardwalktech) show the market reshaping.
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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
Ford Motor Company
Both facts give cash for Ford Motor Company at the same point in time (2025-12-31; FY 2025 year-end and Q4 2025 year-end are the same date). Both are labelled USD, but the values are 23,356,000,000 and 23.356, which cannot both be true in USD. The two numbers agree once the second is read as billions (23.356 bn = 23,356,000,000), so the economic content is consistent and the conflict is a unit/scale error in the Q4 2025 record. The period is not the reason for the conflict: a Q4 and an FY figure at the same year-end date should match.
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