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Workforce

Judgment stays human. Routing stays governed.

Trusted agent infrastructure first — accountable human execution as the escalation layer. Not a gig marketplace.

When AI judgment is not enough

Some moments require human judgment — medical edge cases, legal interpretation, exceptions above a risk threshold, or customer situations that models should not own alone. The protocol recognizes those moments and routes work to people who are qualified to decide — with full context and a durable record.

What Workforce Cloud provides

  • Verified participants. Capability attestations — evidence-backed, not title theater. The router knows who is qualified before the task lands.
  • Intake-to-outcome tracking. Full provenance on every escalation — no black-box handoffs, no context loss between the AI step and the human step.
  • Escalation built in, not bolted on. Routing logic lives inside the workflow manifest — not in a separate ticketing system you have to keep synchronized.
  • Accountability that travels. The human who decides is named, their reasoning is recorded, and the outcome is challengeable. Same provenance standards as the rest of HUMΛN.
  • Review without breaking momentum. Escalations pause the specific gate, not the whole workflow — parallel branches keep running.

How escalation works

  1. A workflow reaches an escalation trigger (policy, confidence, or explicit gate).
  2. Work routes to a qualified reviewer with the same context the AI saw — no opaque handoff.
  3. The human reviews, decides, and records the outcome with cryptographic provenance.
  4. The workflow continues — the run stays coherent, inspectable, and contestable.

In-org routing — live today

Live

Your organization can route AI escalations to its own verified staff and contractors — with capability attestation, full provenance, and no context loss. This is available now: the accountable escalation layer for high-consequence work inside your boundary.

Workforce Cloud Global Marketplace

Closed beta

The next layer — routing to dynamic external resources for a fee — is in closed beta with a select set of design partners. We are not positioning this as a talent marketplace or gig platform; it is selective depth for orgs that need on-demand expert access beyond their internal roster.

Private Workforce Cloud with your own people is available now. If you are building workflows that need on-demand expert access beyond your org, we want to talk.

Join the beta — Talk to us →

Operational surfaces

Escalated tasks do not disappear — they land in governed queues where assigned people review with full context, decide, and record outcomes. Same provenance and challenge rights as the rest of HUMΛN.

Next steps

Explore workflows →Governance →HUMΛN Cloud →