Replit says its new benchmark starts from an empty project, not an existing codebase. The early results reward speed and cheap builds, but the top score still leaves a third of the work undone.
A new router claims near-top accuracy at a fraction of the cost, token pricing is replacing flat subscriptions, and usage caps are pushing teams toward failover. The common thread is the layer between the app and the model.
A survey of 500 AI-native leaders finds infrastructure blocking shipments and sovereignty shaping vendor choice, while builders describe resilience as a whole-system property, from power and cooling to a single flapping link.
Microsoft says the hard part of multi-model work is the system around the models. Research on handoffs and routing backs that up, with a catch: the handoff layer itself decides the result.
One experiment found a graph-backed memory five times more accurate than grep, and 58% cheaper per right answer. Other research warns that memory systems often cost more and answer worse than simple retrieval.
In a preprint, retrieval gains, negation failures and structure loss point to the same lesson: evidence quality and answer quality are different problems.
Anthropic, Meta and Formation Bio each announced a different funding shape this week: free model access, small university grants and a 600 million dollar program fund.
Aurora signs a 500-truck deal and plans factory integration, while May Mobility gets an independent safety review and Applied Intuition industrializes the data loop.
GitHub reports record agent-started work, multi-model sessions and a new orchestration layer, while cost data says how you run agents matters as much as which model you pick.
A 10-2 hold at 3.75 to 4 percent came with a stronger growth description and a plan to cut rate-vote meetings, leaving December as the meeting to watch.
ARK analysts, Palmer Luckey, Chris Donahue and Maggie Fanari each described a different place where AI money is made, from enterprise software to consumer agents to American-built computers.
Seattle paid draft picks for guard Quenton Nelson, Indianapolis traded cornerstone players while sitting at 2-5, and a Pittsburgh voice argued against aggressive deadline deals before November 10.
A Section 232 proclamation opens negotiations over robotics and industrial machinery imports, while Council of Economic Advisers estimates put large numbers on two-year and one-year environmental review deadlines.
A guilty plea in a Hawaii defense case, a Medicaid indictment in Virginia, a tax preparer shutdown in Florida and an elder fraud report landed together, showing where federal prosecutors are spending their attention.
Montana joined a federal fast-track permitting program, West Virginia launched a single-portal permitting system ahead of deadline, and Michigan broke ground on a 152 million dollar runway project.