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Musk Proposes Rival AI Labs Test Each Other's Models for Safety, Even Chinese Competitors

Musk, Altman, and Anthropic's CEO rarely agree on anything, and this week they're all backing the same idea, competitors grading each other's homework instead of their own. See the specific plan Musk laid out →

Bernie Sanders and Steve Bannon Share a Stage to Push Congress Toward AI Guardrails

Two men who agree on almost nothing just stood on the same stage with the same warning, and one of the week's most talked-about researchers deliberately chose not to join them. See why he stayed away →

How Jennifer Aniston’s LolaVie brand grew sales 40% with CTV ads

For its first CTV campaign, Jennifer Aniston’s DTC haircare brand LolaVie had a few non-negotiables. The campaign had to be simple. It had to demonstrate measurable impact. And it had to be full-funnel.

LolaVie used Roku Ads Manager to test and optimize creatives — reaching millions of potential customers at all stages of their purchase journeys. Roku Ads Manager helped the brand convey LolaVie’s playful voice while helping drive omnichannel sales across both ecommerce and retail touchpoints.

The campaign included an Action Ad overlay that let viewers shop directly from their TVs by clicking OK on their Roku remote. This guided them to the website to buy LolaVie products.

Discover how Roku Ads Manager helped LolaVie drive big sales and customer growth with self-serve TV ads.

The DTC beauty category is crowded. To break through, Jennifer Aniston’s brand LolaVie, worked with Roku Ads Manager to easily set up, test, and optimize CTV ad creatives. The campaign helped drive a big lift in sales and customer growth, helping LolaVie break through in the crowded beauty category.

Exein Raises $270 Million, Becomes Europe's Most Valuable Cybersecurity Startup

A Rome startup just jumped 30x in valuation in two years, betting that hacking a robot is a fundamentally different problem than hacking a laptop. See the technology behind that bet →

Eve Security Raises $4.5 Million to Stop AI Agents From Going Rogue in Real Time

A tiny startup's CEO pointed straight at a real incident we've covered all year to explain why traditional security software simply can't catch this kind of problem. See how "session tainting" actually works →

CBS Reporter's Interview With AI "Actor" Tilly Norwood Left Her Genuinely Unsettled

An AI-generated actor figured out a reporter's age and location within a minute, with nobody willing to explain exactly how. See the moment that made things genuinely uncomfortable →

📚 From the AI Knowledge Hub

📢 The Signal Behind the Noise

Today's five stories all trace back to the same underlying question: if AI companies won't fully trust themselves to catch their own mistakes, why should anyone else? Musk wants competitors grading each other's homework. Sanders and Bannon want Congress watching everyone's homework. Exein and Eve Security are both proof that an entire new industry is forming just to catch AI when it goes somewhere nobody intended. And Tilly Norwood is the reminder that even a promotional interview can turn into evidence of exactly the kind of unsettling, hard-to-explain behavior everyone else this week is trying to build guardrails against. Nobody in today's edition trusts AI to police itself completely. The real story is how many different, competing solutions are showing up to fill that gap all at once.

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