Research inputquestion + scope
↓
Literature fetchKB search + arXiv pull
↓
Relevance filterscore & select sources
↓
Summarize & extractclaims, methods, gaps
↓
Analytical modelingquantitative analysis
↓
Draft sectionprose generation
↓
Review & revisecritique → rewriteloop
↓
OutputLaTeX / markdown
sequential · no parallelism
Research inputquestion + scope
↙ parallel fan-out ↘
concurrent workers
Fetcher
Modeler
Analyzer
KB search
↓
Merge & rankconsolidate outputs
↓
Human review checkpointapprove / redirect / abort
↓
Draft sectionprose generation
↓
Review & revisecritique → rewriteloop
↓
OutputLaTeX / markdown
parallel workers · human gate · review loop
Paper inputtarget study + data
↓
ID strategy auditIV / DiD / RDD validity
↓
Data preparationclean, merge, panel build
↓
Econometric analysisestimate + diagnostics
↓
Robustness checksplacebo, subgroup, alt. spec.
↓
Replication reporttables + verdict
structured · no open-ended search
Research questiondomain + framing
↙ 60+ persona fan-out ↘
Cross-disc. searchper-persona lit. fetch
↓
Bisociation enginecross-domain linking
↓
Synthesis & rankingnovelty + feasibility score
↓
Theory outputpropositions + agenda
max divergence → convergence