Articles

What a Voice-to-Work Workflow Is—and What It Is Not A Voice-to-Work workflow is a governed sequence for using spoken instructions to start useful work in ChatGPT, retrieve information from authorized apps, create drafts or artifacts, review proposed actions, approve only the intended external steps, capture evidence of what happened, and…

Prompt-cache FinOps is a governance system, not a hit-rate contest Prompt caching for GPT-6 changes the unit economics of repeated input, but the operational problem is larger than making a dashboard line go up. In this playbook, prompt-cache FinOps means the combined discipline of cost attribution, tenant accounting, privacy governance,…

Start with an experiment, not a model swap GPT-6 Sol and GPT-6 Luna should enter an existing production workflow as candidates in an evidence-led rollout experiment, not as a direct replacement for the current model ID. OpenAI announced Sol and Luna on September 22, 2026 as faster, lower-cost members of…

Why AI-generated mathematics claims need a slower review lane OpenAI’s September 21, 2026 announcement about an Advisory Group on Mathematics and Artificial Intelligence created a high-stakes review problem for mathematicians, AI labs, universities, funders, journals, enterprise research teams, and anyone tempted to treat model-generated mathematics as immediately settled knowledge. OpenAI…