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Google Expands Gemini API Managed Agents With Background Execution, Remote MCP Support, and Mid-Session Credential Refresh

Google Expands Gemini API Managed Agents With Background Execution, Remote MCP Support, and Mid-Session Credential Refresh

Jul 08, 2026
Google

Google expands its Gemini API Managed Agents with powerful new features including background execution for long-running tasks, remote MCP server support, custom function calling, and mid-session credential refresh that preserves sandbox state — making AI agents significantly more reliable and flexible for production use.

Study Finds JSON Mode Costs Up to 11x More Than CLI Args and Causes AI Agents to Fail 60% of the Time

Study Finds JSON Mode Costs Up to 11x More Than CLI Args and Causes AI Agents to Fail 60% of the Time

Jul 08, 2026
Microsoft for Developers

A new study reveals that using JSON mode for AI agents causes smaller models to fail up to 60% of the time and costs up to 11x more than traditional CLI arguments due to shell escaping failures, with developers urged to avoid rewriting CLIs for agents until running measurable experiments.

Shepherd Launches Alpha Runtime That Makes AI Agent Executions Reversible With Git-Like Forking and Sandboxed Permissions

Shepherd Launches Alpha Runtime That Makes AI Agent Executions Reversible With Git-Like Forking and Sandboxed Permissions

Jul 08, 2026
GitHub

Shepherd launches an alpha runtime that makes AI agent executions reversible using Git-like forking, delivering 5x faster copy-on-write performance than Docker commit, 95% KV-cache reuse on replay, and OS-level sandboxed permissions that block unauthorized writes before they happen.

Anthropic Rolls Out Claude Cowork to Mobile and Web, Enabling Cross-Device AI Task Management for Max Plan Users

Anthropic Rolls Out Claude Cowork to Mobile and Web, Enabling Cross-Device AI Task Management for Max Plan Users

Jul 08, 2026
Claude

Anthropic rolls out Claude Cowork to mobile and web, letting Max plan users start, monitor, and manage AI-driven tasks across devices, with background execution, scheduled automation, and real-time decision prompts — and over 90% of usage is everyday business work like financial reconciliation and content creation, not coding.

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