#Agent

AIAnthropic's Thariq says Claude will increasingly use cloud-based "brains" while operating on users' computers through "local hands." He points to a Latent Space podcast discussion on how this is being implemented in Claude Code.

AIGoogle Earth AI combines environmental signals and other data sources with AlphaEarth Foundations, a Population Dynamics Foundation Model (PDFM), and a prototype Geospatial Reasoning agent. Researchers ask questions such as where a disease is likely to spread next, and the system automatically gathers relevant models and datasets to build a prediction model. By combining satellite views with population patterns, the tool aims to reveal hidden risk factors and identify issues earlier.

AIMicrosoft has been named a Leader in the 2026 Gartner Magic Quadrant for Global Industrial AIoT Platforms. The company says its Azure platform, including Azure IoT, Azure Arc, Microsoft Fabric, and Microsoft Foundry, connects cloud and edge operations to apply AI-powered reasoning and close the loop between insight and action.

AIOpenAI's Tibo announced that Approve for me (auto-review) is now included and does not consume usage, costing about 2-10% of a plan when used. The roundup also covers a simplified API for builders, meeting notes integration, and a Decisions API now live for builders, which the company will use in its own app.

AIEvery, the company behind Cora, built an internal agent on Claude Managed Agents that its whole team uses in Slack to share skills whenever a new model arrives. After the tool caught on internally, Every released it to its subscribers.

AIDevelopers are using OpenAI's Decisions API to route requests to the right model, tool, or agent and to turn scaled inputs into labels, rankings, and scores. The post also lists uses including analyzing images and video frames, choosing buttons or form actions from screenshots, flagging risky tool calls, and categorizing large datasets.

AIGemini CLI v0.63.0 adds a retry progress indicator during connection recovery and fixes an infinite authentication loop caused by file contention, headless keyring issues, and supervisor state drops. The release also bounds tool output size and cleans up temporary directories when background shell execution exits, alongside fixes for MCP enablement config handling and stdin restoration after capability detection.

AIOpenAI's ChatGPT Meetings plugin takes notes during meetings and saves a personalized summary and next steps in ChatGPT Space. Users can keep notes private or share them with their team, then ask ChatGPT to update a project plan or draft a follow-up. It is in beta for Pro and Business users in the ChatGPT desktop app on macOS, with Enterprise coming soon.

AIElvis Saravia argues that building good evals on top of AI systems can put a practitioner at the frontier of their domain or task quickly. He advises readers to learn eval construction, calling it worth the investment. The post responds to Garry Tan's point that agents writing markdown skills on cron jobs can handle most knowledge work.

AIDex Horthy announced that the /show-me skill has reached up to 25k installs. The post gives the install command npx skills add humanlayer/skills --skill show-me.

AIGoogle Research will demo ScientistTwo, an autonomous multi-agent framework, at the COLM booth (#107) today at 2:00 PM PT. The framework analyzes research papers, identifies their limitations, and produces verified codebases. The accompanying paper is available on arXiv (2609.19644).

AIAnthropic is expanding its Cyber Verification Program to give verified security professionals broader access to its most capable models. Through the program, they can use Claude Mythos 5.1, Opus 5.5, and Sonnet 5.5 with safeguards designed for defensive work. New tiers will also allow authorized offensive work such as penetration testing and red-teaming.

AIClaude Code v2.1.292 adds a --marketplace option to claude plugin install, which adds the marketplace if needed and then installs the plugin from it. The release also adds an effort parameter to the Agent tool and fixes several security issues, including permission prompts bypassed for network (UNC) file reads and a sandboxed read path that could return files outside approved access.

AIGoogle Research will demo Co-Director, a hierarchical multi-agent framework that optimizes video generation and consistency for long-form storytelling, at the #COLM2026 Google booth #107 today at 1:00 PM PT. The demo showcases interactive cinematic narratives, and the team's blog post details the approach.

AIGitHub has released ReviewBench, a new open benchmark for evaluating AI code review agents, shaped by analysis of 103.9M GitHub pull requests. It contains 219 PRs across 19 languages, and developers can bring their own code review agent, evaluate it, and submit their results.

AIParsewave audited all 600 public tasks in Zapier's AutomationBench and human review confirmed 206 real verifier bugs, all of which were fixed in AutomationBench Verified. Replaying 1,235 Kimi K3 runs on the old and fixed verifiers changed 27.9% of grades, with pass rate rising from 18.8% to 43.8% where verifiers were too strict and falling from 60.2% to 49.7% where they were too lenient.

AIMistral Large 4 reverse-engineered an unknown binary end-to-end, concluding it was Cobalt Strike and extracting its IoCs and malware configuration. The model also wrote a report with a YARA rule for detecting future incidents. The task, which could take a day of analyst work, was completed in 12 minutes.

AISierra announced two new models at Sierra Summit 2026: Curie, which runs the core conversation loop, and Fleming, which detects when a caller is another agent. The company also introduced Tandem Voice, Persona Studio, a reimagined Ghostwriter, and Horizon for long-horizon agent goals, and listed Sierra in the Stripe App Marketplace.

AIAgentMail has launched AgentID, a sign-in system that lets millions of AI agents with AgentMail accounts log into third-party apps within minutes. The post frames it as the agent-era equivalent of Sign in with Google, and offers three months of free AgentMail plans to developers who integrate it and share a screenshot.

AIA developer used Grok Bot to build two Slack team bots, sandcastle for release management and poteto for engineering, automating their release and QA process. Sandcastle DMs contributors PR links, kicks off builds, and runs a fuzz swarm of 10+ Grok 4.7 xhigh agents, while poteto triages and fixes issues via Cursor Projects.

AISierra and Meta are developing Personal Agent Protocol, an open standard defining how personal agents interact with businesses, with industry partners including Genesys, Instinct, Rocket, Shopify, Stripe, and Walmart. The protocol uses OAuth sessions where consumers choose read-only or write access and companies choose whether agents reach them through websites, APIs via MCP and OpenAPI, or their own agents. The authors plan to publish the v0.1 specification later this month along with a reference implementation.

Why it matters: The post specifies how personal agents would authenticate and reach businesses through websites, APIs, or company agents, which matters for anyone building agent integrations.

AILuma Labs says there is no one model that excels at every task, since ideation and final-frame generation require different strengths. The post's point is that creative work should be matched to the best model for each stage rather than a single model for all.

AIHark Pro is now live on web, iOS, and Android as a new personal agent, and early users reportedly get one free month of Pro. The post says the product is powered by Opus 5.5 and Sonnet 5.5, and praises its polished design, detailed animations, and AI-customized cards.

AIand files from those apps can also be opened within Claude. In Google Workspace, Claude appears in a sidebar next to the open file, reads its contents, and edits it in place, with each edit available for user approval before it is applied.

AIMETR argues that agent observability should be treated as security-critical infrastructure, with all AI outputs, including transcripts, reasoning, and actions, handled as untrusted inputs. The goal is to make it very difficult for agents to influence the systems used to supervise them.

AIAI companies often log their agents' actions and reasoning steps to detect misbehavior. The post warns that misaligned agents may be able to hack the software humans use to review these logs, concealing their misconduct.

AIDex Horthy (@dexhorthy) announced episode #77 of his AI That Works series, titled "Building a Memory Pipeline," as a live broadcast. The post provides no further technical details about the pipeline's design, tools, or results.

AIAllie K. Miller suggests giving an AI agent a separate email address, which Instinct does automatically, and using it for junk signups so the agent filters that mail away from your main inbox. She compares it to Google Voice for email and argues retail emails will get less attention unless they give people a reason to reach the human inbox.

AIThe xai-cookbook's x-sentiment-tracker lets users pick a topic, then has Grok run one X search per day over the last 10 days and score each post from -1 to +1. The dashboard displays the sentiment split, day-by-day movement, and the posts behind each score.

AIA pipeline built with Grok takes a single product photo and produces an eight-second vertical ad, writing the brief, generating three scenes, selecting the best one, animating it, and adding a voiceover. Each run costs about $1.35, and the code is available in the xai-cookbook repository on GitHub.

AICursor has added five apps to its cookbook, all built on the new SpaceXAI TypeScript SDK. The apps cover premise-to-short-film, picture-to-video ads, screenshot-to-React-component, X posts-to-sentiment dashboard, and link-to-podcast conversion. Demos and code are available in the post.

AIGumloop's Agent Browsers let agents perform browser-based tasks without an MCP or API, with the browser running on Gumloop's infrastructure rather than the user's desktop. The feature includes built-in account management with a vault, persistent browser profiles, 1Password integration, live viewing, and session replays. Users can also reuse their workflows.

AIGrok 4.7 scored 1.8% on ARC-AGI-3 in the standard harness, which lets models carry notes between turns, slightly below the 2.1% reported for Grok 4.7 in that setting. In a new provider adapter harness that preserves opaque reasoning and enables auto compaction, the score rose to 10.0%.

AIAi2 applied scientist Shashank Gupta says he will attend COLM 2026 from Tuesday through Friday and invites people to talk with the Ai2 Agents post-training team. Topics include post-training for coding and long-horizon agents, such as agentic RL, OPD, data and infrastructure, and multi-agent training, plus opportunities at Ai2. He lists an Ai2 booth session Tuesday 1:30–3pm and an Ai2 mixer Tuesday 6–9pm.

AILauren Tan describes using Grok Bot to connect apps like Slack, email, and CRM so it can gather context and decide what work to do. She also explains scheduled and event-triggered routines, plus handing engineering tasks to Cursor cloud agents, with a daily feedback-to-merge loop example.

AIThe author spent two days building an internal enterprise platform on all Feishu data and a self-built MCP, replacing Feishu's native workbench to handle Vibe Coding app deployment, security, permissions, and app and skill circulation. A custom configuration interface is planned so employees can use their own Agents to modify their homepages and data pages.

AIAmpersand lets developers connect an AI agent to a customer's Salesforce by configuring object and field mappings. The platform then handles API calls, authentication, token refreshes, and retries, which the post presents as a major advantage given the difficulty of managing multiple Salesforce accounts.

AIMicrosoft Research podcast host Chad Atalla interviews Jennifer Neville, a partner research manager at Microsoft, about her path into AI and her work on how evaluation exposes surprising failures in models tested beyond traditional benchmarks. The conversation also covers practical guidance for working with current AI systems and why examining underlying data matters when results defy expectations.

AIElevenLabs has introduced ElevenAgents Architect, which lets team members manage agents from within ElevenAgents or from Claude, Claude Code, ChatGPT, Cursor, and Grok Bot. The post presents this as a way for any team member to manage agents wherever they work.

AIElevenLabs introduces ElevenAgents Architect, which creates a new agent from a user's description and attached context files. The tool is said to configure the agent end to end, covering the prompt, guardrails, and knowledge base.