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.
Somebody on my team connected five MCP servers to our planning agent last month. GitHub, Jira, Slack, Confluence, and a custom inventory service.
A team shipped a five-step agent workflow last month and watched their LLM costs triple overnight.
We spent 2025 arguing about which framework to wrap around an LLM. LangChain or CrewAI?
Three frameworks shipped agent middleware in the same quarter. That's not a trend — that's convergent evolution under production pressure.
Five months after the MCP Apps spec landed in January, the practical question has shifted from "should tools have UIs?
Every prompt injection defense I've shipped has the same structural flaw: it relies on the model to police itself.
Endor Labs put GPT-5.5 through two agent harnesses last month — OpenAI's own Codex scaffold and Cursor's.
Every agent framework defaults to sequential tool calling. Ask a question, get a tool call, execute it, feed the result back, repeat.
If you've ever debugged why your MCP server drops state after a client reconnects, you already know the punchline: sessions in MCP never worked the way you...
A production agent at a fintech returned a 200 on every request for three days. The dashboard was green.
Three months.