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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

ZCode, the GLM coding agent, silently uploads your Git history

Developer ferstar's reverse engineering found that Z.ai's ZCode silently packages the user's entire workspace, including .git history and LFS caches, encrypts it and uploads it to Aliyun OSS when logged in. A 313MB encrypted archive with 42,411 files was captured; ZCode is not open source, sparking trust concerns.

Hacker News · · Details

AI's Growing Presence on Campus

Cal Times reports that artificial intelligence is rapidly expanding on campus, increasingly influencing teaching, research, and student life and reshaping university priorities.

Cal Times · · Details

Lawsuit: Meta Glasses Shared Intimate Images

The LA Times reports more than 70 people sued Meta, alleging its smart glasses recorded intimate footage without consent and that contractors in Kenya reviewed and labeled the content; one claimant, identified as PL18, details unexpected bathroom footage appearing in their gallery.

Los Angeles Times · · Details

AI leaders discuss human safety concerns in Durham

The third Cybersecurity at Duke conference in Durham addressed risks from rapidly deploying autonomous AI in enterprise security. Speakers included former Claude researcher Jacob Coxon, Anthropic-associated figures, Congresswomen Valerie Foushee and Deborah Ross, and NSA Deputy Director Tim Kosiba; the 9:15 a.m. event was not open to the public.

wral.com · · Details

Opinion: Congress needs tech staff to handle AI

The American Prospect argues Congress lacks trustworthy information on frontier AI since the Office of Technology Assessment was shuttered in 1995, while six large tech firms now employ roughly one lobbyist per 1.5 members of Congress. Citing Anthropic employee Jacob Coxon's resignation and call for a slowdown, it urges Congress to rebuild its own tech expertise.

The American Prospect · · Details

Napster returns aiming to digitally clone teachers

Napster has relaunched and is moving into education, developing AI tools to create digital clones of teachers for classroom use. The shift repositions Napster from a music service toward an education-tech product provider, a major change in its business focus.

WIRED · · Details

How Congress is using AI

NBC reports that members of Congress are adopting AI tools in routine work; for example, Sen. Tommy Tuberville consults ChatGPT about Medicare and policy questions while traveling, signaling AI's presence in legislative practice.

NBC News · · Details

Interpol uses AI to ID 126 terror suspects

During Operation Shams II, INTERPOL used programmed AI agents and scripts to extract, deduplicate and quality‑check 108,076 facial images down to 6,362 high‑quality faces for its Facial Recognition System, identifying 126 foreign terrorist fighters whose data are being integrated into INTERPOL databases and used in investigations.

Interpol · · Details

AI in Disasters and Emergencies (Column)

A column outlines paths and challenges for using AI in disasters and emergencies, focusing on AIDE-related practice and governance considerations. It offers directional guidance for emergency managers and policymakers.

Homeland Security Today · · Details
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