cyberneticlibrary

Improve game dictionaries with dual-judge validation

dictionary-improvementworkflowsetup L30
ohadf2015/boggle-new
What it does

Extensively improve LexiClash game dictionaries: per language, LLM-generate common missing words, dual-judge them (two independent personas, both must agree), persist survivors to the committed candidate files that the backend verify->promote->heal pipeline consumes, then report. Args: {langs?:string[], lang?:string, limit?:number}.

Best for

Complex workflows requiring parallel agents, synthesized judgment, or multi-phase triage.

Outputs
  • · refined artifact
Requires
  • · Claude Code agent runtime (parallel/fan-out)
  • · subagent execution
  • · JSON schema validation
Preconditions
  • · Artifact must conform to specified schema
  • · Claude Code workflow harness
Failure modes
  • · File conflicts if fix groups overlap
  • · Agent returns data not matching schema → structured rejection
Trust signals
  • · Structured schema enforcement
  • · Explicit concurrency isolation (disjoint files/resources)
  • · Independent verification lens