This essay argues that as AI advances, its greatest value may lie in handling the monotonous, institutional work that supports frontier innovation, rather than in generating brilliant insights. The authors contend that progress depends on a vast support system of execution, and AI can help reduce the scarcity of that execution.
Albertsons Companies is expanding its partnership with OpenAI to integrate AI into retail operations and customer experiences. The retailer is using ChatGPT Enterprise and the OpenAI API to help teams streamline workflows and to offer a new Safeway shopping experience within ChatGPT, where customers can plan meals, build carts, and check out. The initiative is planned to extend to other Albertsons-owned grocery brands beyond Safeway.
The Den Family Social, a Denver-based social club for parents, reports saving 10-15 hours per week using ChatGPT Work. The team reduced grant application time from three days to two hours and liquor-license preparation from four days to three hours by using ChatGPT Work with Gmail, Slack, and Google Drive plugins to gather information and draft documents.
We recently identified and disrupted a coordinated campaign designed to extract protected reasoning from our models, with the earliest observed activity occurring in the first week of July. This activity is consistent with adversarial distillation: the systematic and unauthorized use of one model’s outputs or reasoning to help train, reproduce, or improve another model. Protected reasoning is the model’s internal record for working through a task; extracting it can reveal information withheld from the final answer and help others reproduce the model’s capabilities. The operators did not break our encryption, compromise a database, or gain direct access to stored user conversations. Instead, they manipulated model interactions so that protected reasoning could be reproduced in forms visible to the requester in a coordinated, scaled manner that violated our terms of service. This manipulation is not a vulnerability unique to OpenAI’s models, and we have shared information about it with industry partners through the Frontier Model Forum in order to strengthen collective defenses against adversarial distillation. …
OpenAI is partnering with America's SBDC to train around 150 small business advisors and host hands-on workshops, aiming to reach at least 1,000 small businesses. A new report finds that in a week in September 2026, about 4 million small-firm employees used OpenAI's tools, and agentic output tokens for small businesses rose from one-third to two-thirds of all output tokens between April and August 2026.
OpenAICapability change· 2 days agoOpenAI announced always-on Dots agents, the GPT-6.1 Sol upgrade, and new Codex and ChatGPT developer capabilities at DevDay 2026. The Agents API now supports computer use and brings Codex’s multi-agent capabilities, tool search, tool calling and context compaction into applications. ChatGPT plugin extensions let developers build sidebar experiences, interactive panels and file viewers.
Near-Astra intelligence for a fifth of the price We’re introducing GPT‑6.1 Sol , an upgrade to GPT‑6 Sol that nearly matches GPT‑6 Astra’s intelligence on agentic coding, computer use, and professional work at one-fifth of Astra’s standard input and output token prices. Cached input costs just $0.10 per million tokens —95% less than standard input pricing and 50% less than GPT‑6 Sol’s cached input pricing—giving developers more room to build and run capable agents that reuse context across requests. A more capable Sol across tasks GPT‑6.1 Sol offers a new balance of capability and cost for important everyday work. It delivers substantial improvements over GPT‑6 Sol across complex professional tasks, from writing and debugging code to understanding documents and executing multi-step business workflows. On several of these evaluations, it approaches GPT‑6 Astra’s performance at substantially lower cost. Coding On DeepSWE v1.1 , which evaluates complex software-engineering tasks in real codebases, GPT‑6.1 Sol matches GPT‑6 Astra at roughly one-fifth of the cost, while eclipsing GPT‑6 Sol’s best score by 6.4 percentage points at a lower reasoning effort and cost. …
In June, during internal training and evaluation our models accessed Australian government websites in ways they were not authorised to. We also should have handled our response better. We are sorry and working to do better in the future. In this post, we are setting out what we know, what we have changed, and what we will do to rebuild trust with the Australian people. This is a new kind of cyber incident which represents an emerging global challenge. One of the ways we intend to take accountability for the situation is to be intentional in working with Australia to help develop practical approaches to how AI developers and governments identify, disclose, and respond to AI cyber behaviour, whether malicious or unintentional. When we became aware and how we responded to this incident After the Hugging Face incident in July, we began reviewing earlier training and evaluation activity to identify other affected organisations. In mid-August, that review identified activity affecting the Australian government websites below. Here’s what we know based on the evidence: …
OpenAIProduct launch· 2 days ago OpenAI introduced dots, always-on AI agents powered by GPT-6 Astra that operate on their own cloud computer, connect to over 4,000 apps via plugins, and work autonomously on tasks like bug fixes, content production, and proposal updates. Dots are rolling out across Pro, Business Premium, and Enterprise plans in eligible markets, with a preview of specialist dots for enterprise use. The agents can be accessed via ChatGPT, Slack, and Teams, and include safety and privacy safeguards.
OpenAISafety or policy· 3 days ago OpenAI published initial guidelines for safety cases that should be required before frontier reinforcement learning training runs. The framework covers technical safeguards including model alignment, containment, and monitoring, with specific practices such as automated dataset reviews, containment red-teaming, and immutable transcripts. OpenAI treats safety cases as an aspirational goal and invites community feedback on the evolving best practices.
Basis, which builds AI agents for accountants, reported that GPT-6 Astra completed a 50-tab tax workbook in half the time of GPT-5.6 Sol and improved its internal evaluation scores by about 20%. The company attributed the gains to GPT-6 Astra's better understanding of user intent and its ability to adjust reasoning effort during tasks.
