AI Headline Hub’s reporting on AI and work: jobs policy, productivity notes, workplace tools, and research about working with models. Sources are linked.
This page groups reporting on jobs policy, workplace rollouts, and research about AI’s effect on work. An economist’s note is that person’s analysis, not a finding by this desk.
The newest files are China’s employment opinion and Torsten Slok’s note on revenue per worker. Claude Duet is included because Anthropic describes it as a work agent.
Torsten Slok wrote on October 24 that revenue per worker and margins are rising for the group he calls the Mag 7 and flat for the other 493 S&P 500 firms.
A General Office opinion published October 23 sets 18 tasks on AI jobs, skills training, new occupations, and employment-risk checks before some rollouts.
A Harvard working paper dated October 22 says Claude reviews outranked paid human reviews of 124 rapidPeer drafts, including in a small test by former editors.
Uber is expanding ChatGPT Work from a 1,000-person pilot to its global workforce of more than 30,000 people. OpenAI says GPT-6.1 Sol is the default model.
LF Research’s survey of 234 open-source developers, released October 20, 2026, says code writing got faster while maintainers flag many weak pull requests.
Anthropic is previewing Claude Duet for US Pro and Max subscribers. It sends a morning brief, keeps working, and asks before it sends, pays, signs, or deletes.
OpenAI and Google Cloud will put frontier models and Codex in Model Garden, sold on the Marketplace. Microsoft remains OpenAI’s primary cloud partner.
Explainer
What labs mean by an AI agent. Anthropic separates fixed workflows from systems that choose their own steps, and recent product posts use the word differently.