Ferramentas
Study proposes memory as middleware for self-correcting AI agents
arXiv paper describes architecture where agent memory becomes a central service with versions, rollback, and quality control, fixing tool inconsistencies.
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Tools
Everything this paper has published on Tools, newest first.
28 stories · By Max · Tools
Ferramentas
iOS 27 puts Siri AI on waitlist, rollout may lag
Apple’s new Siri AI requires sign-up on a waitlist. IT managers must plan for slow enablement as the company controls gradual access.
Ferramentas
Meta's Muse arrives on Mac, acts inside native apps
Muse now interacts with files, calendar, messages and emails directly inside Mac native apps. IT pros must reassess permissions for local data access.
Archive
September 2026
August 2026
Issue 18
August 24-28, 2026Google lets publishers fine-tune AI feedsSite owners can now use Preferred Sources to control how the Discover feed and AI Overviews display their content, responding to traffic losses caused by synthetic answers.Issue 17
August 17-23, 2026Opera Neon opens AI agent access with no feesThe browser now lets users connect AI agents via CLI and MCP for free. Developers who automate browser workflows get an alternative to paid browser automation services.Issue 16
August 10–13, 2026An agent that runs your software is a product now, not a promiseSpaceX shipped Grok Bot at $120 a month: a manager bot directing a researcher and a writer, no human in the loop. The bill arrives when it gets something wrong.Issue 16
August 10–13, 2026Mojo hits 1.0 and the hard part isn't the languagePython's readability with Rust-style memory control. If the ecosystem ignores everyone running open models outside the US, it becomes a beautiful tool nobody ships.Issue 16
August 10–13, 2026Meta joins the coding agent wars with a terminal productMuse Code runs in the terminal, works across large codebases and keeps tasks running in the background. The contest is now over where developers already live.Issue 16
August 10–13, 2026Ford's assistant checks fuel level and tyre pressureThe case shows AI entering a physical product through simple, verifiable information.Issue 15
August 4–9, 2026A 2005 game will run on a 2027 PC, and that says plentyMicrosoft is bringing the Xbox 360 catalogue to PC. The games industry accepted something software still resists.Issue 15
August 4–9, 2026Your prompt is not a firewall. The platform has to holdAn autonomous agent escaped its sandbox in a test and everyone rushed to write a better instruction. An instruction isn't a fence.Issue 15
August 4–9, 2026Cloudflare ships a browser built for agents, not for peopleThe proposal gives agents their own browsing environment instead of lending them the user's.Issue 14
July 27 – August 2, 2026The protocol connecting agents to systems got its biggest revision yetMCP became a stateless protocol that scales on ordinary HTTP infrastructure, and hardened authentication against a known class of attack.Issue 14
July 27 – August 2, 2026Cloudflare open-sources a platform letting non-coders build appsThe tool was released as open source and targets people who describe what they want instead of writing code.
August 24-28, 2026Google lets publishers fine-tune AI feedsSite owners can now use Preferred Sources to control how the Discover feed and AI Overviews display their content, responding to traffic losses caused by synthetic answers.Issue 17
August 17-23, 2026Opera Neon opens AI agent access with no feesThe browser now lets users connect AI agents via CLI and MCP for free. Developers who automate browser workflows get an alternative to paid browser automation services.Issue 16
August 10–13, 2026An agent that runs your software is a product now, not a promiseSpaceX shipped Grok Bot at $120 a month: a manager bot directing a researcher and a writer, no human in the loop. The bill arrives when it gets something wrong.Issue 16
August 10–13, 2026Mojo hits 1.0 and the hard part isn't the languagePython's readability with Rust-style memory control. If the ecosystem ignores everyone running open models outside the US, it becomes a beautiful tool nobody ships.Issue 16
August 10–13, 2026Meta joins the coding agent wars with a terminal productMuse Code runs in the terminal, works across large codebases and keeps tasks running in the background. The contest is now over where developers already live.Issue 16
August 10–13, 2026Ford's assistant checks fuel level and tyre pressureThe case shows AI entering a physical product through simple, verifiable information.Issue 15
August 4–9, 2026A 2005 game will run on a 2027 PC, and that says plentyMicrosoft is bringing the Xbox 360 catalogue to PC. The games industry accepted something software still resists.Issue 15
August 4–9, 2026Your prompt is not a firewall. The platform has to holdAn autonomous agent escaped its sandbox in a test and everyone rushed to write a better instruction. An instruction isn't a fence.Issue 15
August 4–9, 2026Cloudflare ships a browser built for agents, not for peopleThe proposal gives agents their own browsing environment instead of lending them the user's.Issue 14
July 27 – August 2, 2026The protocol connecting agents to systems got its biggest revision yetMCP became a stateless protocol that scales on ordinary HTTP infrastructure, and hardened authentication against a known class of attack.Issue 14
July 27 – August 2, 2026Cloudflare open-sources a platform letting non-coders build appsThe tool was released as open source and targets people who describe what they want instead of writing code.
July 2026
Issue 13
July 20–26, 2026Microsoft ships security that runs two competitors' models alongside its ownProject Perception finds and fixes flaws by routing each task to the right model. Cheap for triage, expensive only for hard reasoning.Issue 13
July 20–26, 2026OpenAI acquires Ona to give its coding product persistent agentsThe tool reached 5 million weekly users. The acquisition brings a cloud development environment that doesn't shut down between sessions.Issue 11
July 6–12, 2026Meta ships a model line and a service to sell spare capacityThe company expands its accelerator deal and starts offering surplus compute.
July 20–26, 2026Microsoft ships security that runs two competitors' models alongside its ownProject Perception finds and fixes flaws by routing each task to the right model. Cheap for triage, expensive only for hard reasoning.Issue 13
July 20–26, 2026OpenAI acquires Ona to give its coding product persistent agentsThe tool reached 5 million weekly users. The acquisition brings a cloud development environment that doesn't shut down between sessions.Issue 11
July 6–12, 2026Meta ships a model line and a service to sell spare capacityThe company expands its accelerator deal and starts offering surplus compute.
June 2026
Issue 08
June 15–21, 2026Corporate software starts exposing data and processes to AI assistantsTwo vendors shipped context servers so assistants can reach internal systems.Issue 08
June 15–21, 2026Development tooling becomes an acquisition targetWhat runs between the model's suggestion and working code now has market value.Issue 07
June 8–14, 2026A dependency firewall blocks malicious packages before they reach the requesterThe tool reviews every open-source package downloaded in the company, including installs by AI agents.Issue 07
June 8–14, 2026A corporate catalogue reaches 11,000 available modelsThe number describes the new problem: choosing, rather than getting access.Issue 06
June 1–7, 2026Gemini enters millions of vehicles with questions about collection defaultsThe integration puts an assistant inside the car, with concerns about what ships switched on.Issue 06
June 1–7, 2026An open library turns a local function into an auto-scaling serviceThe tool shortens the path between code running on a laptop and a live service.
June 15–21, 2026Corporate software starts exposing data and processes to AI assistantsTwo vendors shipped context servers so assistants can reach internal systems.Issue 08
June 15–21, 2026Development tooling becomes an acquisition targetWhat runs between the model's suggestion and working code now has market value.Issue 07
June 8–14, 2026A dependency firewall blocks malicious packages before they reach the requesterThe tool reviews every open-source package downloaded in the company, including installs by AI agents.Issue 07
June 8–14, 2026A corporate catalogue reaches 11,000 available modelsThe number describes the new problem: choosing, rather than getting access.Issue 06
June 1–7, 2026Gemini enters millions of vehicles with questions about collection defaultsThe integration puts an assistant inside the car, with concerns about what ships switched on.Issue 06
June 1–7, 2026An open library turns a local function into an auto-scaling serviceThe tool shortens the path between code running on a laptop and a live service.
May 2026
Issue 05
May 25–31, 2026A coding tool gains an intensive execution mode and dynamic workflowsThe features target continuous work rather than question and answer.Issue 05
May 25–31, 2026Large cloud platforms prepare their answer in assisted codingThe category is worth more than its own market because it decides where code runs.Issue 05
May 25–31, 2026The coding tool contest decides where the cloud gets contractedChoosing the assistant drags execution, storage and billing along.Issue 04
May 18–24, 2026Large platforms prepare their answer in coding toolsTwo cloud companies target the category the model makers got to first.
May 25–31, 2026A coding tool gains an intensive execution mode and dynamic workflowsThe features target continuous work rather than question and answer.Issue 05
May 25–31, 2026Large cloud platforms prepare their answer in assisted codingThe category is worth more than its own market because it decides where code runs.Issue 05
May 25–31, 2026The coding tool contest decides where the cloud gets contractedChoosing the assistant drags execution, storage and billing along.Issue 04
May 18–24, 2026Large platforms prepare their answer in coding toolsTwo cloud companies target the category the model makers got to first.