Anthropic's Thariq Shihipar says Claude Mods, publicly proposed in September, would run user code inside Claude Code for automatic quizzes, assumption logs and model routing. The interview also raised cache-cost and complexity worries.
At the Future Vision XPRIZE finale, Peter Diamandis argued hopeful films could shape kids and AI models. Judges Neil deGrasse Tyson, Mira Lane and Neal Stephenson saw fiction as a reality check, a push to scientists and a spur to engineers.
Hosts on Moonshots welcomed FutureHouse and Edison Scientific's 12 lab-testable "Millennium Problems for Biology." Peter Diamandis said age reversal, left off the list, is measurable in days, though his XPRIZE Healthspan uses year-long trials.
Investor Dave Blundin argues Meta's Muse agent shows consumer AI needn't top benchmarks to be most useful day to day, splitting from the frontier-model race. He doubts investor fears that Muse will take over insurance and mortgage shopping.
Nvidia's Jensen Huang called Geoffrey Hinton's 10% estimate of societal destruction unscientific, and Meta's Mark Zuckerberg said each lab should take its own time rather than coordinate industry-wide. Neither dismissed safety work.
Robinhood CEO Vlad Tenev argued AI research is easier to automate than consumer apps because its experiments have ready-made evals, while app changes must wait for enough users to show statistically significant gains.
Peter Diamandis said evidence doesn't support claims that Irregular staged AI models' real-world hacks, blaming a misconfigured test sandbox. Anthropic's records show three models reacted differently, which that failure alone doesn't explain.
Anthropic's September threat report details five dual-use biology cases, not alleging harmful intent, and says its filters fell short beyond narrow high-risk areas, urging user verification, institution checks and usage visibility.
Alexander Wissner-Gross called Anthropic CEO Dario Amodei's plan for pacing frontier AI a "safety cartel" on Moonshots; Dave Blundin said labs may need antitrust permission to coordinate but agreed shared safety rules could shut out startups.
MIT's Andrew McAfee said he was "dead flat wrong" about AI squeezing white-collar jobs and expects worker shortages in a decade. A study he cites finds 22- to 25-year-olds' employment in the most AI-exposed jobs fell, mainly through weaker hiring.
Box CEO Aaron Levie says the big labs' revenue and open-weight token use can grow together, as agents split work so cheaper models handle far more tokens. He sees enterprise open-weight adoption as early, driven partly by hedging.
Box CEO Aaron Levie said companies holding customers' data must build an agent provably 10–20 points better than off-the-shelf ones at their workflows and also open their APIs to Claude, ChatGPT and other assistants, or lose.
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