VD VIBE DELEGATING
Pengyi, the Codex robot and the DeepSeek whale collaborating in a bright engineering studio

ORCHESTRATE / DELEGATE / VERIFY

VIBE
DELEGATING

A governed workspace where coding agents delegate bounded work to specialist models, verify every candidate, and keep humans in control.

Enter the workflowMeet the whale
SCROLL TO DEPLOY ↓
00

THE MISSION

One task.
Three control layers.

Codex frames the task. A specialist worker produces a bounded first pass. Codex verifies the evidence and integrates the result. Pengyi remains the final Human Gate.

  • 01 Explicit task contract
  • 02 Deny-by-default policy
  • 03 Structured candidate result
  • 04 Auditable human decision

FIELD PROTOCOL

Five steps.
No blind handoff.

Every image is one stage of the operational contract. Scroll through the sequence or use the step rail to jump directly.

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01

FRAME THE MISSION

Codex delegates a bounded task.

The orchestrator removes private context, defines allowed outputs, fixes the budget and sends only an approved public payload.

OUTPUT: TASK CONTRACT
Codex robot delegates a bounded task to the whale worker
02

SPECIALIST PASS

The whale works inside the boundary.

DeepSeek receives a narrow prompt and returns analysis without repository, shell, deployment or trading authority.

Open DeepSeek deployment guide →
DeepSeek whale worker processes the approved task
03

STRUCTURED RETURN

A candidate, never a verdict.

The worker returns a machine-readable CandidateResult and an audit receipt. Missing evidence and uncertainty stay visible.

OUTPUT: CANDIDATE + RECEIPT
The whale returns a structured candidate result to Codex
04

VERIFY & INTEGRATE

Codex takes responsibility back.

The orchestrator checks sources, runs tests, rejects unsafe suggestions and integrates only the evidence-supported parts.

GATE: TESTS + POLICY
Codex verifies the worker result and integrates approved changes
05

HUMAN GATE

Pengyi makes the final call.

Material actions remain reviewable. The human sees scope, evidence, cost and risk before approving delivery.

FINAL AUTHORITY: HUMAN
Pengyi reviews the final verified result
DeepSeek whale agent operating a holographic API console

WORKER PROFILE / 01

DeepSeek
Whale Agent

Configure the API, understand the control boundary, preview the handoff contract and launch a deliberate paid run.

Open worker profile

GOVERNANCE

Fast work.
Hard boundaries.

ALLOW

Bounded research

Public-source collection, drafts, classifications and low-risk transformations.

VERIFY

Every candidate

Sources, omissions, tests, policy compliance and operational cost.

DENY

Independent authority

No credentials, private repositories, production writes, deployments or trades.