U01784 Human Approval Routing For Multilingual Translation Services

---
name: u01784-human-approval-routing-for-multilingual-translation-services
description: Operate the "Human Approval Routing for multilingual translation services" capability in production for multilingual translation services workflows. Use when mission execution explicitly requires this capability and outcomes must be reproducible, policy-gated, and handoff-ready.
---

# Human Approval Routing for multilingual translation services

## Why This Skill Exists
Use human approval routing in multilingual translation services with emphasis on throughput, reliability, leverage, and execution speed.

## Step-by-Step Implementation Guide
1. Define measurable outcomes for Human Approval Routing for multilingual translation services, including baseline and target metrics for multilingual translation services.
2. Specify structured inputs/outputs for human approval routing and validate schema contract edge cases.
3. Implement the core human approval routing logic with deterministic scoring and reproducible execution traces.
4. Integrate orchestration policy, routing, approval gates, retries, and rollback for autonomous execution.
5. Run unit, integration, simulation, and regression suites for Human Approval Routing for multilingual translation services under hyper-productive autonomy conditions.
6. Roll out behind a feature flag, monitor telemetry, and refine thresholds using observed operational outcomes.

## Metadata
- **Skill ID:** `1784`
- **Skill Name:** `u01784-human-approval-routing-for-multilingual-translation-services`
- **Domain:** `multilingual translation services`
- **Domain Slug:** `multilingual-translation-services`
- **Archetype:** `generalist-engine`
- **Core Method:** `human approval routing`
- **Primary Artifact:** `human-approval-routing-artifact-multilingual-translation-service`
- **Routing Tag:** `multilingual-translation-services:generalist-engine`
- **Feature Flag:** `skill_01784_human-approval-routing`
- **Release Cycles:** `2`

## Allowed Tools
- `read`, `write`, `edit` for contract maintenance, runbook updates, and handoff documentation.
- `exec`, `process` for deterministic execution, validation suites, and regression checks.
- `web_search`, `web_fetch` only when fresh external evidence is required for claims/evidence inputs.
- Use messaging or publishing tools only after policy approval gates are satisfied.

## Inputs (formatted)
| name | type | required | source |
|---|---|---|---|
| (none) | - | - | - |

## Outputs (formatted)
| name | type | guaranteed | consumer |
|---|---|---|---|
| (none) | - | - | - |

## Guidelines
1. Validate required inputs before execution and reject non-conforming payloads early.
2. Run `human approval routing` with deterministic settings and trace capture enabled.
3. Produce `human-approval-routing-artifact-multilingual-translation-service` outputs in machine-readable form for orchestrator/operator use.
4. Keep routing aligned with `multilingual-translation-services:generalist-engine` and include approval context.
5. Tune thresholds incrementally based on observed KPI drift and incident learnings.

## Musts
- Enforce approval gates: `policy-constraint-check`, `human-approval-router`.
- Apply retry policy: maxAttempts=`4`, baseDelayMs=`750`, backoff=`exponential`.
- Run validation suites before release: `unit`, `integration`, `simulation`, `regression-baseline`.
- Fail closed when validation gates fail and execute rollback strategy `rollback-to-last-stable-baseline`.
- Preserve reproducible evidence artifacts for audits and downstream handoff.

## Targets (day/week/month operating cadence)
- **Day:** Validate new upstream signals, execute deterministic run, and hand off outputs for active decisions.
- **Week:** Review KPI focus (`cycle time reduction`, `throughput gain`, `automation leverage in multilingual translation services`), failure trends, and approval/retry performance.
- **Month:** Re-baseline deterministic expectations, confirm policy alignment, and refresh feature-flag/rollout posture.

## Common Actions
1. **Intake Check:** Confirm all required signals are present and schema-valid.
2. **Core Execution:** Run the capability pipeline and generate report + scorecard artifacts.
3. **Gate Review:** Evaluate validation and approval gates before publish-level handoff.
4. **Recovery:** Retry transient failures, then rollback to stable baseline on persistent errors.
5. **Handoff:** Send artifacts with risk/confidence metadata and downstream routing hints.

## External Tool Calls Needed
- None required by default.
- If external systems are introduced for a run, record the dependency, timeout budget, and retry behavior in execution notes.

## Validation & Handoff
### Validation Gates
- (none declared)

### Validation Suites
- `unit`
- `integration`
- `simulation`
- `regression-baseline`

### Failure Handling
- (none declared)

### Handoff Contract
- **Produces:** (none declared)
- **Consumes:** (none declared)
- **Downstream Hint:** (none declared)