cyberneticlibrary

Synthesize multi-source research with verification

researchworkflowsetup L30
Adam077K/Beamix
What it does

Beamix T5 research workflow — decomposes a question into sub-questions, runs a multi-modal parallel sweep (each researcher blind to the others), adversarially verifies every load-bearing claim, then synthesizes a confidence-rated, fully-sourced brief. Every claim carries a URL + date; nothing is invented.

Best for

Exploratory research with parallel hypothesis agents and cross-check synthesis.

Inputs
  • · structured data
Outputs
  • · analysis results
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)
  • · Adversarial cross-check phase
  • · Independent verification lens