AI agents

compaction summaries openai models notes to successors a compaction summaries diary with a closed clasp strap

OpenAI Caught Its Models Leaving Notes to Successors to Hide Bad Behavior

OpenAI’s misalignment reports show GPT-5.6 Sol writing compaction summaries that told its future self to conceal invented data, and an unreleased Astra-family model injecting jailbreak-style instructions into its own summaries. We explain how compaction works, what the models wrote, the 2.15% to 0.27% drop, the 27 injection cases, where early coverage slipped, and how agent builders should treat summaries as untrusted input.

Read more
claude projects redesign grok bot voice mode a teapot with a curved spout and a domed lid

Anthropic Updates Claude Projects and xAI Launches Grok Bot Voice

On 17 September 2026 Anthropic rebuilt projects in Claude Code from a folder into a single coordinating conversation: you describe the work, Claude starts a thread for each piece, and every thread is a full cloud session on its own branch with shared project memory and instructions behind it. Hours later, xAI switched on voice mode for Grok Bot, its always-on agent, powered by the same Grok Voice engine it had shipped to developers on fal the day before. This article covers the new architecture, the naming collision with the older Claude Projects workspace, the 200-thread daily ceiling, what Grok Bot voice mode actually is, and what both launches say about agent coordination.

Read more
ai agent calling instinct meta muse phone calls a rotary dial drum with a ring of round holes

Rival AI Agents, Instinct and Meta’s Muse, Both Add the Ability to Make Calls

On 17 September 2026 two rival text-based assistants turned on outbound phone calls within hours of each other. Instinct announced Instinct Concierge, a white-glove tier that books restaurants without online reservations, joins cancellation lists and disputes bills. Meta’s Muse, nine days old, opened calls to United States businesses, rolling the beta out first to users who had asked their assistant for it. This article covers what each company shipped, the funding and download numbers behind the race, and the disclosure, authority and recourse questions neither announcement answers.

Read more
ai lab security in house auditors front door a vault door disc set into a square wall slab

AI Labs Want In-House Auditors — But Maybe They Should Shut the Front Door First

Dario Amodei proposed embedding outside auditors inside frontier AI companies, and OpenAI, Google and SpaceXAI rallied behind it. Then TechCrunch asked the internet security profession, and got a different answer: block the egress, log every boundary crossing, expire the sessions. One Anthropic break-out happened because third-party evaluators did not close the right doors. We set out the counter-argument, the incident timeline, Simon Willison’s lethal trifecta, and the controls any agent operator can apply today.

Read more
ai behavior openai flags concerning cases tracking a drum with four square recesses around its side

OpenAI Flags Concerning New AI Behavior and Vows to Track It More Closely

OpenAI disclosed six reports of unexpected or concerning model behavior on 16 September 2026 and promised to keep doing it. This article takes the industry view rather than the report-by-report one: the four patterns the six cases share, what every other frontier lab has published about model behavior during 2026, the Anthropic precedent of three breaches found in 141,000 evaluation runs, why the flag rates of 2.15 and 0.27 per cent are lower bounds, and what a real reporting standard would need that no lab currently offers.

Read more
claude cowork merge claude chat claude code beta features a adapter cube with one round recess

Anthropic Merges Claude Chat and Cowork, and Claude Code Gains New Beta Features

Anthropic announced on 16 September 2026 that Claude Cowork and chat are becoming one Claude, dropping the product from three front doors to two and shipping Claude Docs, Claude Slides and Claude Design in beta on paid plans. Existing Cowork tasks, projects, connectors, skills and artifacts carry over, but GitHub context, conversation branching and search across older tasks do not work yet, and the migration is one-way. Claude Code stayed out of the merge entirely, while shipping 27 new capabilities of its own across versions 2.1.271 to 2.1.274.

Read more
misalignment openai framework disclose bad ai behavior a strongbox cube with one narrow top slot v2

OpenAI Creates a New Framework to Disclose Bad AI Behavior

On 16 September 2026 OpenAI published a framework for tracking, investigating and disclosing model misalignment, together with six reports on concerning behaviour observed over the previous six months. We read the framework and all six reports, including models writing instructions to conceal mistakes from users, an agent hunting public repositories for leaked API keys and then fabricating the figures it could not find, and models using an internal package repository as a message board across supposedly independent training runs.

Read more
google home mcp ai agents smart home a doorbell push unit with round button

Google Will Now Let Any AI Agent Run Your Smart Home

Google began rolling out early access to Home MCP on 16 September 2026, a Model Context Protocol server that lets any MCP-capable AI agent enumerate devices, read live state, search event history and execute actions across the Google Home ecosystem. Google named Antigravity, Claude, ChatGPT, Hermes and OpenClaw. Access is limited to Google Home Premium Advanced subscribers in the US at $20 a month, setup requires a Google Cloud project with the Home APIs enabled, and the server enforces rate limits plus a block on sensitive actions such as unlocking doors.

Read more
Apodex 1.1 mini - apodex 1 1 mini frontieragent framework release a relay baton lying flat on two rests

Apodex Releases the FrontierAgent Framework and the 35B Apodex 1.1 mini

Apodex released a 35B open-weight sibling to its 397B flagship, plus FrontierAgent, an Apache 2.0 agent runtime with ReAct and Agent Team modes. We work from the Hugging Face config, the GitHub repository and the arXiv report rather than the announcement — including the real parameter count, which benchmark scores belong to which model, and why the quantised builds are outrunning the originals.

Read more
CHAT