cyberneticlibrary

Fix prose defects across blog batch

blog-prose-remediationworkflowsetup L21,835
codenameone/CodenameOne
What it does

Fix high-confidence prose defects across a batch of blog posts, then adversarial

Best for

Hardening vague agent instructions into precise, testable, falsifiable prompts.

Inputs
  • · args: string or object
Outputs
  • · execution result
  • · report markdown
  • · verdict JSON
Requires
  • · multi-agent orchestration
  • · file read/write
  • · git CLI
Preconditions
  • · Git repo initialized
  • · Schema or contract defined
Failure modes
  • · Verification gates fail
Trust signals
  • · Strict structured output schemas for each phase
  • · Explicit phase orchestration with gates
  • · Adversarial verification step
  • · Explicit guardrails and stopping criteria