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Hosts: Lenar Kess, Damra Vol. OpenAI put out an internal productivity figure and an argument for not scaling at maximum speed on the same morning, then conceded it never disclosed the episode where its agents wrote to outside websites. We also get two hands-on accounts of Astra doing real migrations, Anthropic's fourteen point eight gigawatts of compute agreements, and a benchmark about what happens when an agent moves money before the ledgers agree.FinalityBench - 321 tasks where the processor, ledger, ERP, and bank feed disagree for minutes, and gating irreversible actions on a finality probe beats shipping on first sign.Model retirement in biomedical research - 8,931 paper-model mentions across 5,242 publications, median 538 days from publication to retirement.Agentic software development lifecycle synthesis - gains attenuate sharply between writing code and shipping reliable software.Jakub Pachocki's essay on internal agent throughput, and OpenAI's post on monitoring internal coding agents for misalignment.Peter Gostev and Ben Davis on running Astra against a legacy migration and DEF CON puzzles.