Topic
An analysis of 352 sized benchmarks in The Frontier Wire's AI benchmarks dataset finds agent benchmarks are about 4.5 times smaller than the rest. That makes many leaderboard gaps statistical noise. The data, the method, and a table of the smallest score gap worth taking seriously at each benchmark size.
The model is not a security boundary. Eight concrete failures in LLM apps and agents, from provider keys in browser bundles to injected tool calls and runaway spend, each mapped to the OWASP LLM Top 10, with the code-level fix and an open-source agent skill that audits a codebase for them.
Warp, formerly called Odin, puts a tool-calling agent inside the Bifrost gateway's own dashboard. It reads logs, metrics and governance settings through a fixed set of read-only tools, searches logged conversations by meaning, and sees only the rows the person asking could already see.
User-Managed Access lets a resource owner decide who else may reach their data, through permission tickets and requesting party tokens. Every identity that grant creates is also a quota key. The protocol, the HTTP signals for throttling, and how both apply to LLM APIs and agents acting for users.