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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.
The inner-loop thesis holds that AI advantage may lie in how fast organizations ship, measure and learn, not in the best model.
Updated Sep 14, 2026 IdeaAI should be sold by results delivered, not tokens, Moonshots panelists argued, citing Salesforce and OpenAI moves as they described them.
Updated Sep 2, 2026Alex Lieberman, co-founder of AI consultancy Tenex, estimates that of roughly 100 large companies it talks to, 90% have given staff Claude or Codex but only about 5% run an agent in production for non-engineering work.
Jason Ma, chief scientist of Dyna Robotics, says robots fold thousands of napkins daily across many Din Tai Fung locations in the US. He contrasts that with one-site pilots and says Dyna aims for hundreds of robots next year.
Periodic Labs' Liam Fedus says the startup puts AI on lab instruments to capture richer data and automates bottlenecks one at a time. He calls full autonomy a non-goal and says humanoid robots would be a slower path to its aims.
OutSystems CEO Woodson Martin says AI makes feared legacy rewrites feasible, while self-built AI dashboards create cleanup work. He says customer gains take time to reach profits and that deciding what to build is still the hardest part, even though building capability has improved.
TypeSafe says its Jev model returns typed choices or scores in 70–500 milliseconds in its own tests. On Moonshots, panelists said such models could handle many small organizational decisions and noted open-source versions exist.
Alexander Wissner-Gross called OpenAI's always-on dots agents a useless avatar play on Moonshots. Emad Mostaque and Salim Ismail called them derivative, but said the agent people trust with their credit card is the real prize.
OpenAI's Ari Weinstein says computer-use agents can now operate software made for people, citing a two-hour meal order an agent did in 15 minutes. He adds that builders must earn trust through reliability, consent before payments and site limits.
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.
Anthropic's Thariq Shihipar says Claude work is shifting from one local session to a cloud agent that sends tasks to local or remote machines and shows progress in shared artifacts. Local access remains a plan, and Projects is in limited release.
Polyfork, which sells customizable 3D models, won the $500,000 Build with Gemini XPRIZE on September 25. XPRIZE reports $4,428 from 54 customers in its first month; four other finalists split another $500,000.
Garment exporter GS plans AI agents to automate paperwork for small factories and trading houses, citing transaction costs of 10–20% of sales. Dave Blundin estimated AI could add 10–30% to profits; both figures are unmeasured estimates.
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.