Product updates, industry landscape, and incident analysis.
Three independent research papers in March and April 2026 converged on the same core architectural answer Surfit built as a product. This is what category validation looks like.
Every major tool in the stack — what layer they operate at, what they do well, and why execution authority remains unsolved.
A third-party AI agent platform held deployment-level OAuth scopes. When the agent platform was compromised, attackers inherited the scopes. This is the architectural failure mode Surfit exists to prevent.
A malicious version of one of the most popular Python LLM libraries was pushed to PyPI. It stole every credential on the machine.
Anthropic built Undercover Mode to stop their AI from leaking internal information. A source map in an npm package leaked everything.