cyberneticlibrary

Build and review capability packs from research

agent-pack-factory-buildworkflowsetup L30
Sheldon-92/TAD
What it does

Build 8 agent-adjacent capability packs from NotebookLM

Best for

Building agent-adjacent capability packs where research findings are grounded into tested, reusable prompts.

Inputs
  • · source document or file
Outputs
  • · structured result object
  • · formatted report or summary
  • · output files or modifications
Requires
  • · Claude agent runtime (Workflow)
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
  • · reviewer consensus not reached (oscillation or deadlock)
  • · early termination signal (kill signal or max cycles hit)
Trust signals
  • · strict structured output schema enforces correctness
  • · adversarial review ensures rigor
  • · claims traced to source citations
  • · kill signals or approval gates prevent bad state progression