Human-in-the-Loop Checkpoints for Autonomous Agents
Prevent cascading failures by placing checkpoints where mistakes can't be quietly undone.
Prevent cascading failures by placing checkpoints where mistakes can't be quietly undone.
Stdio works locally but scales to zero; Streamable HTTP handles remote teams and audit trails.
Servers can borrow the client's model, but the spec is already reworking how.
How MCP servers went from manual config chaos to federated discovery infrastructure.
Misclassifying Tools and Resources wastes tokens on every agent turn and silently tanks performance.
OAuth 2.1 becomes mandatory as MCP matures past its early prototype phase.
MCP sessions waste tokens on tool definitions before users even ask questions.
Master the distinction between tools, resources, and prompts before building your server.
A vendor-neutral standard that lets AI models connect to any tool without custom code.