MCP is going stateless: What the new spec means for AI agents

The Model Context Protocol has had a fast eighteen months. Since Anthropic open-sourced it in late 2024, it has gone from a spec nobody had heard of to the most widely adopted protocol for connecting AI agents to external tools, APIs, and data sources, with over 150 organizations building on it and native support across three major cloud platforms.

On July 28, the MCP project releases the most significant revision to the MCP specification since launch, and the headline change is one that teams running MCP in production have been waiting for: MCP is going stateless.

If you are building agents that connect through MCP clients, building MCP servers, or both, here is what changes, why the old model was a headache in production, and what MCP replacing its proprietary logging channel with OpenTelemetry means for observability. — Read More

#devops

The OpenAI Hack Shows the Genie Is Out of the Bottle

Earlier this month, two of OpenAI’s models broke out of their containment sandbox and attacked another AI company. The story is kind of wild. OpenAI was running security tests on two of its models: GPT-5.6 Sol and an unreleased model that is almost certainly GPT-6. In particular, it was running the ExploitGym benchmark, which measures how good a model is at turning security vulnerabilities into working exploits: basically, offensive cyberattacks.

Since these were internal tests, OpenAI locked those models in a secure sandbox that denied them access to the internet. But it was running the models without any safety filters that would prevent them from offensive cyber-actions. That meant that there was nothing to prevent the models from trying to break out of that sandbox. And then break into AI company Hugging Face’s network because they thought that they could read the answers there rather than doing the hard work of trying to solve the puzzles.

It was a major security failure that the company has turned into a PR opportunity, but the implications are real—and much more general than one particular model or one particular company. — Read More

#cyber