cyberneticlibrary

Translate and iteratively refine content

translation-qaworkflowsetup L3★0

What it does

Optionally translate a source article to Ukrainian

Best for

Iterative quality improvement where an analyzer-editor loop converges until no issues are found twice in a row.

Inputs

· args object (workflow parameters)
· source document or file
· structured data payload

Outputs

· structured result object
· formatted report or summary
· output files or modifications

Requires

· Claude agent runtime (Workflow)
· agentic subagents (multi-agent orchestration)

Preconditions

· structured output schema defined
· Claude agent runtime available
· file system access for read/write

Failure modes

· schema validation failure (invalid JSON or required fields missing)
· agent timeout or inference failure
· network failure or rate-limit exceeded
· early termination signal (kill signal or max cycles hit)

Trust signals

· strict structured output schema enforces correctness
· claims traced to source citations
· kill signals or approval gates prevent bad state progression
· independent verification phase double-checks results
· convergence logic (loop termination on stable state)