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10 posts
Session migration preserves useful work context. But auth, hooks, policy, MCP connections, and runtime config stay with the client. The durable answer is to put approval and audit outside the agent harness entirely.
A 200-tool MCP catalog triggered ten list calls and 62,708 bytes before the first user request. The practical response is to budget catalogs now and keep identity standards behind an adapter.
I counted the 138 guides in Chrome's Modern Web Guidance 0.0.180 and probed its search with 22 queries: UI 0.643, accessibility 0.508, structured data 0.267.
I fired 8 agents at one local model expecting a speedup. Default Ollama serializes requests, so eight at once matched one. I benchmarked OLLAMA_NUM_PARALLEL.
A hands-on walkthrough of Gemini Managed Agents from Google I/O 2026. Covers the sandbox architecture, multi-turn conversations, tool usage, and an honest comparison with Claude Managed Agents.
Claude Opus 4.8 Dynamic Workflows and Fast Mode: 1,000 parallel agents, real architecture trade-offs, cost data, known limitations, and an honest verdict on which teams should adopt this.
A technical analysis of Dreaming, Outcomes, and Multiagent Orchestration announced at Code with Claude SF 2026.
Cloudflare Agents Week 2026: Sandboxes GA, Artifacts, Dynamic Workers, plus agents that open their own cloud accounts. Local @cloudflare/agents SDK notes.
Claude Opus 4.7 (April 16) and Managed Agents beta (April 8) landed in the same month. Benchmarks are record-breaking but the community reaction is split.
A practical comparison of MCP, A2A, and Open Responses: design goals, ecosystems, and how to combine them in real-world AI agent projects in 2026.