Tag: agents
All the articles with the tag "agents".
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Constraint Decay Is Why Coding Agents Break in Real Repos
A new arXiv paper found coding agents lose about 30 points as structural backend constraints accumulate. The lesson is simple: demos reward output; production rewards constraint discipline.
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Microsoft's Security Copilot Agent Is the Boring AI Win
A new Microsoft Security Copilot paper says its Dynamic Threat Detection Agent runs across tens of thousands of Defender customers with 80.1% precision. This is what production agents are starting to look like: narrow, audited, always-on, and embedded inside existing workflows.
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Gemini Spark Is Google's Background Agent Bet
Google introduced Gemini Spark as a 24/7 personal agent for Workspace and connected apps. The product signal is background delegation, not another chat surface.
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Google Search Is Becoming an Agent Console
Google's I/O 2026 Search update adds information agents, generative UI, and deeper AI Mode. Search is moving from links to delegated work.
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Anthropic Bought the Boring Layer Agents Actually Need
Anthropic's Stainless acquisition is about SDKs, CLIs, MCP servers, and the tool layer Claude needs if agents are going to do real work.
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Codex on Your Phone Is About Supervising Work in Motion
OpenAI added Codex to the ChatGPT mobile app. The important feature is not coding on a phone, it is steering long-running agent work.
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Amazon Put the Shopping Agent in the Search Bar
Alexa for Shopping replaces Rufus and moves agentic commerce into Amazon's main retail flow. Search is becoming instruction.
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Notion Wants to Be the Desk Where Your Agents Work
Notion's Developer Platform adds Workers, database sync, external agents, and a CLI. The workspace is becoming agent infrastructure.
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Claude for Legal Is About Owning the Work Stack
Anthropic added legal connectors and plugins for Claude Cowork. The legal AI fight is about evidence, permissions, and workflow.
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Google Remy Shows the Assistant War Is About Personal Context
Google is reportedly testing Remy, a 24/7 Gemini personal agent. The real advantage is not chat, it is access to your life stack.