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ai-agents

Browse 3 articles tagged with “ai-agents”.

Articles tagged “ai-agents”

3 articles

Warm watercolor illustration of an MCP client and server exchanging a request, a paused input form, and a re-submitted call in a loop

MCP now uses round-trips, not streams, for user input

The July 28 spec deprecated elicitation and sampling. Multi Round-Trip Requests (SEP-2322) replace both with a stateless pattern: the server returns InputRequiredResult, the client collects input, the client re-submits. Here's how to migrate.

Warm watercolor illustration of the MCP 2026 specification unfolding into four branches for extensions, tasks, apps, and authorization

Protocol Deep Dives·12 min read

MCP's 2026 spec changes what your tools can do

The MCP spec RC is out with Extensions, Tasks, MCP Apps, and OAuth hardening. Here's what changes for AI agent builders before the July 28 final.

Warm watercolor illustration of a single universal connector plugging many mismatched cables into one shared port between AI agents and their tools

MCP Fundamentals·11 min read

MCP Is Now the Industry Standard for AI Agent Integrations. Here's What That Means

MCP standardizes how AI agents connect to tools and data, replacing fragile, proprietary integrations with a universal protocol. Here's what it means for your agents.

MCP changelog and dev notes

Short, occasional updates on the MCP spec, new Protobox features, and patterns we've seen in production. No marketing fluff.

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