Streaming Enforcement & Human-in-the-Loop

Automatic where it can be, human where it must be

Token-by-token generation needs token-by-token governance — and not every decision should be automatic. EVE CoreGuard enforces over streaming output and escalates the high-stakes calls to a person.

Streaming

Streaming enforcement

Token-by-token generation needs token-by-token governance. EVE CoreGuard enforces over streaming output, interrupting a response mid-stream the moment it crosses a policy boundary — not after the unsafe content has already shipped.

  • Inline evaluation of streamed output
  • Mid-stream interruption on violation
  • Buffered, boundary-aware chunking
HITL

Human-in-the-loop escalation

Not every decision should be automatic. High-consequence or ambiguous actions escalate to a human with the full context, a recommended disposition, and a bounded window — and the request holds until a decision is made.

  • Risk- and consequence-triggered escalation
  • Approve, reject, or approve-with-constraints
  • Every escalation and resolution is audited
Two Modes, One Gate

Automatic where it can be, human where it must be

Streaming enforcement keeps fast paths fast; human-in-the-loop escalation puts a person in the path exactly when the stakes warrant it. Both leave the same auditable record.

Interrupt before it ships

When streamed output crosses a policy boundary, the response is cut mid-stream — the unsafe continuation never reaches the user.

Escalate, don't guess

For high-consequence or ambiguous actions, the request holds and a human receives the full context plus a recommended disposition and a bounded decision window.

📝

Approve with constraints

A reviewer can allow an action in a bounded form — a timeout, a scope limit, a redaction — rather than facing an all-or-nothing choice.

🔎

Every step recorded

The trigger, the context handed to the reviewer, and the resolution are all audited, so an escalation is as provable as an automatic decision.

FAQ

Common questions

Can EVE CoreGuard enforce over streaming output?
Yes. It evaluates streamed output inline and interrupts a response mid-stream the moment it crosses a policy boundary, so unsafe content is stopped before it ships rather than flagged after.
When does a decision escalate to a human?
High-consequence or ambiguous actions trigger human-in-the-loop escalation. The request holds while a reviewer receives the full context and a recommended disposition, then approves, rejects, or approves with constraints.
Are escalations audited?
Yes. The escalation trigger, the context provided to the reviewer, and the final resolution are all recorded, so a human decision is as auditable as an automatic one.

Request a Design Partner Pilot

Put EVE CoreGuard in front of one real, high-stakes AI workflow. We'll stand up a policy pack, wire the gate, and show you blocked actions with signed evidence.