MCP's Enterprise Managed Authorization extension went stable last month.
Every agent architecture diagram I've seen in the last eighteen months tells the same lie.
An engineering team I spoke with last month runs a customer support agent that classifies tickets, extracts key fields, drafts responses, and escalates edge...
Google shipped ADK 2.
You've seen the logs. Your agent gets a question it could answer from parametric memory — "what's 12 × 15?
OpenAI shipped something in the GPT-5.
The largest MCP spec revision since the protocol launched drops on July 28, and the headline is blunt: sessions are gone.
Something happened when MCP catalogs crossed a threshold nobody was watching.
Somewhere around March this year, every enterprise deck I reviewed had a slide titled "Multi-Agent Architecture" with a box-and-arrow diagram showing...
A team I talked to last month had a 12-step agent workflow that hit 94% on their eval suite. They shipped it.
Watch a coding agent tackle a bug. It greps for a function name, waits two seconds, reads the file, waits two seconds, greps for the caller, waits two seconds.
Noma Security's July 6 disclosure was almost anticlimactic. Open a public issue on a repository.
Every multi-agent system eventually hits the same wall: Agent A produces a result, Agent B can't parse it, and the pipeline crashes.
Last month, a team I advise rolled out MCP servers to 400 engineers.
Most agent frameworks agree on the loop: call the model, run a tool, feed the result back. Pydantic AI V2 and LlamaIndex Workflows 1.
Every unnecessary tool call your agent makes is a tax — latency, tokens, API fees — paid because the model defaulted to "call it anyway.
A team at the University of Melbourne ran 600 conversations across three domains — travel booking, tech support, insurance claims — and the orchestrated system...
Every MCP server I've deployed in the last year needed the same ugly scaffolding: a shared session store, sticky routing at the gateway, and a...
Every agent framework demos great when the tool call returns in 200 milliseconds.
Microsoft merged Semantic Kernel and AutoGen into a single SDK and shipped it as Agent Framework 1.0 in April.