Heimstaden is changing residential real estate management with AI
Heimstaden is using OpenAI's ChatGPT Enterprise and Codex to transform property management, cut costs, and empower employees across Europe.
Heimstaden is using OpenAI's ChatGPT Enterprise and Codex to transform property management, cut costs, and empower employees across Europe.
OpenAI is preparing its next internal security sprint with Cathedral Systems to test and strengthen its defenses using AI.
OpenAI is raising its Security Bug Bounty rewards and adding bonuses for report quality, loyalty, and priority campaigns aimed at independent security researchers.
OpenAI has appointed Dan Driscoll to advise on responsible AI for national security modernization and cyber resilience, and on collaboration with U.S. allies.
This page is a GitHub changelog entry titled "0.167.0-alpha.4" and consists mainly of site navigation and product menu text rather than release notes. It lists GitHub offerings such as Copilot, Actions, Codespaces, Advanced Security, and Premium Support, but provides no details about the version's changes.
OpenAI describes how it built Pando, a Git-compatible backend designed for the scale of development that Codex makes possible.
Qodo brings company knowledge and coding standards into Codex, helping developers catch P0 issues across repositories before opening a pull request.
Introducing LifeVal, a benchmark measuring how well AI helps people complete everyday tasks, from finding childcare to managing finances and government paperwork.
OpenAI's Grid Protectors Program will work with utilities to help future compute campuses support grid reliability and protect consumer electricity costs.
Trail of Bits describes using Codex with GPT-5.6 to backport security fixes into stable Linux kernel branches and distribution packages, reporting that by October 29 the project had delivered fixes for 149 distinct CVEs into stable kernel releases plus several Fedora and Ubuntu package fixes. The workflow has agents identify missing fixes, adapt patches, assemble validation evidence, run tests and prepare submission packets while engineers review and submit them, cutting preparation and review of a straightforward backport to about 30 minutes and a more involved case to around three hours. The post also presents counts of unfixed CVEs in stable kernel branches and in Debian 13 and Ubuntu 26.04, noting that regression testing and maintainer acceptance remain essential.
Why it matters: It offers a concrete account of AI-assisted security backporting, including a described workflow, effort estimates and CVE backlog figures for stable Linux software.
This GitHub Changelog entry is titled "0.167.0-alpha.3" and appears to be a version release note, but the supplied material contains only site navigation and product menu text rather than the release details themselves.
This page is a GitHub changelog entry titled "0.167.0-alpha.2" and consists mainly of site navigation links covering GitHub products such as Copilot, Actions, Codespaces, and Advanced Security. It contains no release notes or details about the version itself.
Browser Use has made BU Ultrafast, its fastest browser agent, available on every Browser Use Cloud plan in the US, including the free plan, after a waitlist period that ended Oct 30. The company reports a median task time of 22 seconds and $0.0064 per task for Ultrafast, versus 79 seconds and $0.0098 for its default agent on GPT-6 Luna, based on medians of completed runs from Oct 16-29, 2026. Users enable it by setting the model to bu-ultrafast, and bu-fast offers the same agent with more reasoning per step.
Why it matters: It gives concrete speed and cost benchmarks for a newly released browser agent and explains how to switch to it via the API.
At least nine AI developer platforms disclosed incidents during October, with Fireworks, OpenCode and Warp reporting indications of an “agent swarm” attack and OpenCode and CommandCode attributing theirs to attempted “distillation.” Wiz describes downstream abuse of enterprise credentials tied to one vendor breach, including two keys used for roughly 800k and 1.7 million Bedrock calls respectively, likely over $100k in usage at list price. Wiz also links the keys to resale operations at llm-routing.com and xingjiabiapi.org, and publishes IOCs including 23.106.46.239 and 38.246.114.118.
Why it matters: Provides Wiz's technical account of LLMJacking follow-on activity and IOCs from the October platform breaches.
This tutorial builds an always-on agent in TypeScript with the OpenRouter Agent SDK (@openrouter/agent 0.11.0) that checks Hacker News on a schedule, writes a digest of new relevant stories, remembers seen story IDs across restarts, and caps each run at six steps or five cents. Each check cost $0.0003 to $0.0012 with Claude Haiku 5.5 in the author's runs on October 13, 2026, roughly $0.86 to $3.46 a month at one check every 15 minutes. It also covers pausing a run for human approval before a tool posts to a team channel, resuming after a crash, and deploying on a VPS or scheduled job.
Why it matters: It offers a concrete, cost-measured walkthrough of the practical pieces—scheduling, memory, spend limits, and approval—that separate a demo agent from one that runs unattended.
OpenAI shares excerpts from court briefs by creators, academics, accessibility advocates, and legal experts, among others, on how fair use supports AI training and innovation.
This GitHub Changelog entry lists the release of rust-v0.167.0-alpha.1. The supplied material contains only the page's navigation and product menu text, with no further details about the release.
OpenAI will honor a shared robots.txt signal to help website operators communicate their AI training preferences to participating providers.
This AWS post walks through a controlled local deployment of the ChatGPT desktop app and Codex that routes model inference through Amazon Bedrock Mantle in us-gov-west-1, using API-mode sign-in, a named AWS profile, an administrator-controlled requirements.toml, and network restrictions that allow only the approved Bedrock endpoint. It covers prerequisites, authentication via an Amazon Bedrock API key or the AWS SDK credential chain (including SSO), the config.toml and requirements.toml settings, launch and verification steps, troubleshooting, and rollback. The post notes that using AWS GovCloud (US) and following the guide do not by themselves authorize a workload, and that organizations remain responsible for reviewing the deployment against their security and authorization processes.
OpenAI says it is strengthening violence prevention in ChatGPT through expanded safeguards, earlier interventions, and a new commitment to public safety reporting.
Credit Saison's ChatGPT Enterprise pilot delivered a 954% ROI. The company describes how leaders and employees helped turn those results into companywide adoption.
Ropes & Gray is developing AI for transactional diligence with OpenAI. Lawyers review grouped documents, summaries, and reports before advising clients.
Version 0.166.0 adds keyboard-driven transcript selection with word, line, and page motions plus integrated search, renders Markdown in async questions and transcript replies, and adds GPT-6.1 Terra to the bundled, Vertex AI, and Amazon Bedrock model catalogs. It also introduces `codex queue --resume`, clearer safety-block explanations with safer follow-up prompts, and `codex doctor --network-only` for focused network diagnostics. Bug fixes preserve acknowledged permissions on resume/fork, restore spawned descendant threads when unarchiving a parent, and improve TUI reconnection recovery.
OpenAI uses layered monitoring to detect frontier model misalignment and unauthorized agent behavior so responders can intervene before incidents escalate.
The guide shows how to send a PDF to a file-reading model together with a strict JSON schema describing one row, so the model returns typed rows with cleanup such as parenthesized negatives and footnote markers handled by field descriptions. In tests over five PDFs (two scans, 644 cells), every model that read the PDF directly got all cells right, while failures came from the parser route and output token limits, including two silent failures. It recommends rejecting empty results and any response whose finish_reason is "length", and comparing routes on your own PDFs before choosing one.
Why it matters: Offers a concrete, tested recipe with code for schema-driven PDF table extraction, plus specific guidance on silent failure modes worth knowing before building a pipeline.
This page is a GitHub Changelog entry titled "0.166.0-alpha.6" and contains only site navigation and product menu text, with no details about the release itself.
OpenAI and ServiceNow are expanding their partnership to bring OpenAI models and agents into ServiceNow, and to bring ServiceNow workflows into ChatGPT and Codex.
Evernote used ChatGPT Ads to introduce its note-taking app to people working with AI. The team tracked how often free trials led to paid subscriptions.
Replit releases ViBench 2.0, a long-horizon software development benchmark in which an agent builds a product from an empty project and then adds up to eighteen features on top of its own code, spanning seventeen products, 241 feature requests and 544 test plans. In Fireworks' official runs, GPT-6.1 Sol leads with a pass@1 of 65%, followed by GPT-6 Astra at 60% and Opus 5.5 at 49%, and no open-weight model passes a full build. Eight of the products are public on GitHub in the Harbor format, and results can be rerun from release v2.0.6 on the OpenHands-based harness.
Why it matters: It offers concrete pass rates, costs and failure modes for frontier models on multi-feature product building, with a public, rerunnable harness.
This piece considers how AI might enter the org chart—beneath, beside, and between us.
Legora uses OpenAI models, ChatGPT, and Codex to accelerate legal workflows and expand contract analysis, freeing lawyers to focus on higher-value work.
A 529 overloaded_error means Anthropic's API is temporarily out of capacity for the requested model across all users, unlike a 429, which reflects your own usage limits. The article recommends retrying with exponential backoff and jitter, then routing the same model to another provider via OpenRouter, which serves Claude Sonnet, Opus and Haiku 5.5 through five providers each, and optionally listing a fallback model with `models`. For Claude Code, it suggests switching models with `/model` or running Claude Code on OpenRouter via Ori Harness or three environment variables.
GitHub has released Copilot Fusion in GitHub Copilot, a runtime orchestration system that selects and coordinates models from Anthropic and OpenAI, including Claude Opus 5.5, Claude Sonnet 5.5, GPT-6 Astra and GPT-6 Sol, to optimize performance, cost and latency per task. In Artificial Analysis' Coding Agent Index v2.0, its max setting in GitHub Copilot CLI scored 2 points below Opus 5.5 in Claude Code at half the cost per task ($5.59 versus $11.42), leading Terminal-Bench 4.0 at 71 while ranking third on FrontierCode at 51 and scoring 57 on SWE-Atlas-QnA-AA. It used 7.2M tokens per task, roughly half of Claude Opus 5.5 in Claude Code and 30% less than Devin Fusion with Opus 5.5 (max) + GPT-6 Luna (high).
Why it matters: Offers concrete benchmark and cost comparisons for a multi-model orchestration approach, useful for readers weighing coding-agent performance against token spend.
ElevenLabs announced a partnership with adELA, Spain's leading ALS association, to give people living with ALS across Spain free access to its voice restoration and preservation technology, the first Spanish initiative under the ElevenLabs Impact Program and the first country where the technology is available through a national patient association. Eligible people diagnosed with ALS can create a digital version of their voice by recording new samples if their speech hasn't yet changed significantly, or by uploading old recordings if it already has. The article profiles Aníbal Martín, an aviation engineer and programming teacher with ALS who used the technology to create a digital version of his voice, saying "Being able to hear my own voice means being able to remain myself."
Legora uses OpenAI models, ChatGPT, and Codex to accelerate legal workflows and expand contract analysis, freeing lawyers to focus on higher-value work.
The openai/codex repository published the rust-v0.166.0-alpha.5 release tag, tagged by fcoury-oai on 28 Oct at 02:58. The release page lists two assets.
Artificial Analysis released Intelligence Index v5, its biggest upgrade since v4, adding FrontierCode 2.0 and Terminal-Bench-Science and upgrading HLE-Diamond, AA-Omniscience v1.1 and CritPt v2, with 60% of the Index now based on private test sets or held-out answers. Claude Opus 5.5 (max) leads at 58, ahead of GPT-6 Astra (max, 57) and GPT-6.1 Sol (max, 55), while the open weights gap widens from 3 points to 12. It also launched the Progress Index v1, which tracks model capability over time on one continuous scale.
Why it matters: It details a major benchmark revision and new leaderboard results, useful for readers tracking how frontier and open-weight models are measured.
OpenAI's Codex repository published the rust-v0.166.0-alpha.4 release tag, tagged by fcoury-oai on 27 Oct at 23:31. The release page lists two assets.
Retell uses OpenAI models to help power 100M monthly calls. GPT-6 Astra tops Retell's voice agent benchmark, while Codex helps it reach a $1.6M annual revenue run rate per employee.
This release adds a built-in Google Cloud Vertex AI provider configured with model_provider = "gcp", adds GPT-6.1 Terra to the model catalogs, and adds a repository filter to the session picker plus directory grouping in the agent command center. It also enables reasoning effort changes during a conversation by default for supported models, turns on memory v2 by default for fresh profiles with support for importing external-agent memories, and adds experimental attached thread forks to the app-server API. Bug fixes include honoring the server's default approval reviewer on fresh TUI sessions, cancelling remote MCP tool requests when local response futures are dropped, treating model-not-found provider errors as terminal, and closing a marketplace URL validation gap involving backslashes in userinfo.