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Briefings and ideas about Tool use from AI podcast discussions and the research they cite, with links to the original sources.
OpenAI's Nikunj Handa says the Decisions API, inspired by TypeSafe's Jev, began about a week before DevDay and runs on existing Luna weights, not a new model. He agreed confidence calibration may need future model work.
Dave Blundin argued banks, healthcare providers and stores should give AI agents machine-readable interfaces instead of scraped pages, keeping websites as a parallel view where people check agents' work. It's his proposal, not an adopted standard.
Robinhood CEO Vlad Tenev said its Agentic Trading accounts are currently used mostly for automation, with agents assembling and executing trades customers already chose; he did not claim they beat professional quant funds.
OpenAI researcher Noam Brown says multi-agent coordination deserves not even 10% of the credit for the claimed Navier–Stokes result. He adds that OpenAI has not run a single-agent comparison or measured what 10,000 agents added.
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.
Anthropic's agents formalized Wiles's existing proof of Fermat's Last Theorem in about 13 million Lean lines over eleven days, per its report, with occasional human direction and a dependency-tracking platform keeping runs from losing their work.
Grok Bot gives each AI agent its own cloud computer; Peter Diamandis runs a chief of staff called Skippy and Emad Mostaque runs 18 across his machines. Salim Ismail calls it a shift to assigning work; Alex argues its chat interface won't scale.
Parag Agrawal, founder of Parallel Web Systems, says agents already multiply web searches many times over. He forecasts that in a couple of years the web will tell agents when something worth acting on has changed.
Meta released Muse Glimmer, a 30-billion-parameter open-weight model built to run agents on suitably equipped PCs. Moonshots panelists debated whether it puts users in charge or strengthens Meta's hold through its existing apps.