Wisent infrastructure / human-in-the-loop

Human work,
callable like software.

Describe the work. Fund it once. Receive a verified deliverable. HandToHuman handles staffing, recovery, escrow, evidence, and payout in between.

Start with the contract See the lifecycle

task / live

$ handtohuman run humanization article.md \
  --transformation paraphrase \
  --turnaround-minutes 120 \
  --price-cents 900 \
  --idempotency-key 2026-08-24-article-01

STATUSdelivered

WORKERverified

ESCROWreleased

document_urlhttps://…/final.txt↗

01 / One lifecycle

01OfferTyped requirements

02OrderOne identity

03FundEscrow secured

04DispatchBest provider

05VerifyEvidence checked

If a worker disappears, HandToHuman reopens the work and selects the next eligible applicant. The caller keeps one task id and one result.

02 / The contract

A messy marketplace becomes a boring interface.

Products call a stable task contract instead of integrating directly with staffing, settlement, and execution systems.

Typed input

Price, deadline, worker requirements, completion criteria, and expected evidence travel together.

Automatic staffing

Applications are filtered and ranked; the best eligible worker is selected deterministically.

Automatic recovery

Reopened work is staffed again without caller intervention or duplicate acceptance.

One lifecycle

Provider states normalize to queued, in progress, delivered, failed, cancelled, or unknown.

One result

Task status, deliverable, recording, and original provider response arrive in one receipt.

Safe retries

Idempotency keys and bounded retries prevent double posting and double booking.

03 / Execution stays specialized

One order model.
Three kinds of work.

HandToHuman owns the commercial and operational contract. The product that knows how to do the work still executes it.

Human work

RentAHuman

Humanization and original UGC, with screening, identity requirements, delivery files, and recordings.

humanization · ugc-video

Compute

Stado

Commands dispatched to available supplier hosts while preserving the Stado job as execution identity.

compute · placement

Network

Bounded egress

Loopback-only residential egress with declared domains, lease tokens, byte caps, and private-address rejection.

CONNECT · least privilege

Money without mystery

Every cent has a state.

Funding moves customer credit into escrow. Accepted work releases 85% to the worker and records a 15% platform fee. Disputes can refund, release, or split the exact total—without creating or losing cents.

85% worker15% platform

Reputation comes only from settled orders. Payout requests reserve balance atomically. External payment providers remain authoritative for money movement.

Explore the marketplace ledger

The human stays in the loop

Build the task.
Not the bureaucracy.

Use the CLI, Rust library, marketplace ledger, or mobile worker API. The full contract is documented in one place.

Open documentation

Human work,callable like software.