cyberneticlibrary

Audit Gemini-generated content for compliance

claude-verify-gemini-batchworkflowsetup L20
KibaScan/kiba-app
What it does

Claude Code as cross-vendor verifier adversarial citation

Best for

Environment or artifact verification with mechanical pass/fail detection against ground truth.

Inputs
  • · file_content (markdown/text)
Outputs
  • · structured_data (JSON)
  • · verdict_reports (JSON)
Requires
  • · agent
  • · phase
  • · parallel
  • · pipeline
  • · file_read
  • · json_schema
Preconditions
  • · Workflow orchestrator runtime context
  • · LLM agent tier models available
  • · Async runtime environment
Failure modes
  • · Agent timeout or non-response
  • · Phase execution state corruption
  • · Race condition or deadlock in parallel tasks
  • · Promise rejection or timeout
  • · Empty result set causing downstream failures
Trust signals
  • · Structured output schemas with required-field validation
  • · Parallel execution with aggregation and deduplication
  • · Explicit enumeration of findings with severity/category classification
  • · Iteration history tracked for convergence analysis