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Briefings and ideas about Workflow automation from AI podcast discussions and the research they cite, with links to the original sources.
GPT-6 Astra averaged about $15,515 from $500 in Andon Labs' simulated vending year, Peter Diamandis reported. Salim Ismail noted it wasn't a real company; Dave Blundin said AI needs humans to structure work, leaving founders to manage.
Box CEO Aaron Levie says the company ranks employees by AI token use not to reward spending but to spot waste or workflows worth teaching others, and reports two-to-threefold gains in customer-facing features in parts of its stack.
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.
Box CEO Aaron Levie argues AI spread fastest through coding because code is text and engineers fix their own tools, while jobs like sales lag. He is betting, admittedly with bias, that the money lies in bringing AI into other workflows.
Data buyers aren't haggling but overwhelmed, a Moonshots panel told a civil engineer whose 30-year archive drew interest from Mercor and Scale but no deal after weeks. They advised packaging it with his own price.
Anthropic's Fable 5.1 cuts cached reads to $0.25 per million tokens, a quarter of Fable 5's rate. A Moonshots panelist said this makes a company's reused context the prize, as model leads last only about a month.
Peregrine co-founders Nick Noone and Ben Rudolph call field engineers R&D, using their workarounds to decide what to build. They say falling costs now let them serve city agencies, but their $1m-a-year figure is ambiguous.
Peregrine's Ben Rudolph says the company's first agent reproduced detectives' findings on a closed wrongful-conviction case, and it is now used in a few US departments, including a Wisconsin county where phone records helped place a suspect.
An AI-scripted, AI-voiced episode, labelled as AI, kept 40 to 50% of listeners to the end, says The Diary of a CEO's host, who argues informational podcasting is substitutable while in-person experiences will command a premium.
Salim Ismail, Alex and Emad Mostaque say AI agents now produce more work than they can review. Ismail urges companies to set escalation rules, while Mostaque now reads his research agents' output only once a week.
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.