Reason
Interpret context, compare options, and prepare a decision without presenting preparation as execution.
A11 / Agent Frontiers
Explore agent systems that coordinate models, tools, memory, evidence, and human decisions without confusing a suggestion with an executed result.
Reason.
Act.
Prove.
Agent capability is useful when its boundaries are visible. A11 treats reasoning, tool use, and evidence as separate surfaces that can be inspected before the next consequential step.
Interpret context, compare options, and prepare a decision without presenting preparation as execution.
Expose carefully bounded tools with explicit identity, authority, version, and idempotency requirements.
Return the evidence trail needed to inspect what happened and what remains blocked.
Controlled autonomy
A11 does not make uncertainty disappear. It gives uncertainty a visible place in the operating model so people can decide what happens next.
Next surface