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Rep. Chip Roy backs AI oversight, not regulation

Rep. Chip Roy (R-Texas) told CNBC's Squawk Box that Congress has an oversight role on AI but he opposes regulation, favoring a free-market approach and having AI CEOs testify about safety. His remarks follow an Anthropic researcher's resignation warning AI could kill us all by the end of the decade, and Anthropic CEO Dario Amodei's call for regulation.

CNBC · · Details

Why AI chatbots excel at changing minds

A Hacker News discussion highlights research on why AI chatbots are becoming experts at changing people's minds, though no specific methods or data are disclosed in the summary.

Hacker News · · Details

An Empirical Study of Harness Design for Coding Agents

A paper evaluates 176 matched settings across four models on SWE-Bench Verified and Terminal-Bench 2.1, isolating three harness components: planning, action space, and context management. It finds context management matters most when budgets tighten, staging rule-based elision before LLM summarization is most efficient, planning is an accuracy scaffold for weaker models but a cost saver for stronger ones, and bash-capable models can use a bash-only interface at lower cost.

Hacker News · · Details

Google co-creates AI fashion tools with designers for NYFW

Google's Envisioning Studio partnered with designers Jane Wade and Sergio Hudson to build custom tools on Google Flow. The Styling Suite lets designers virtually curate runway looks to save time and materials, while Runway Visualization helps plan shows and lighting within budget. Users can now build custom tools in Google Flow using plain language, no coding required.

Google AI · · Details

AI Investment Cycle: Opportunities and Regulation

Investment firms argue the AI investment cycle has not peaked, with the wave potentially exceeding $20 trillion and tech megacap capex seen reaching $30 trillion by 2032. Despite calls from Dario Amodei, Sam Altman and Elon Musk to slow development over safety risks, firms still see opportunities across the AI ecosystem.

Funds Society · · Details

Forum: augmenting datasets with edge-case data

A user proposes that driving datasets are mostly sunny daytime footage while the edge cases models struggle with—night, fog, rain, glare—are rare, suggesting physics-based effects and constrained generative models to adapt large labeled datasets to target conditions while keeping labels intact.

r/MachineLearning · · Details

Concerns grow over AI safety ahead of China-US meeting

Ahead of next week's Trump-Xi meeting, experts and lawmakers are warning about AI risks and urging more U.S.-China dialogue to slow rapid AI expansion. Anthropic said it blocked malicious uses of its models, including cyberattacks, surveillance and research that could lead to bioweapons; Congress is unlikely to act soon with the House out for seven weeks.

WTAE · · Details

New Rules for Seed-Stage Startups

After reviewing over 2,500 startup applications, Aaron Golbin of LvlUp finds seed-stage success now depends on distribution strategy and diversified capital: non-dilutive growth funding (an example cited: $1 million) is increasingly used and companies design distribution before product scale.

Crunchbase News · · Details
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