review-engine

Automated literature synthesis converts an upstream review blueprint into a complete manuscript by executing a deterministic, phase-traceable pipeline. It processes structured strategies end-to-end, generating verifiable intermediate artifacts and final manuscript drafts.

A phase-traceable pipeline for manuscript generation executes distinct stages from strategy to final draft, producing verifiable intermediate outputs at each step. This mechanism ensures deterministic execution and strict fidelity to the upstream framework throughout the literature review process.

Generate structured outputs by processing the review blueprint through the end-to-end execution pipeline. This produces a review_manuscript.md file for the narrative draft and an evidence_table.csv for extracted data, ensuring verifiable and reproducible artifacts.

Automated manuscript generation maintains strict blueprint fidelity and never alters the framework or narrative arc chosen upstream. It deterministically executes the provided strategy to ensure the final manuscript precisely reflects the original research design.

You can validate intermediate outputs because the pipeline executes in distinct phases from strategy to manuscript generation. Each phase produces specific artifacts for inspection, allowing research teams to verify evidence extraction and structural integrity before the final draft.

The pipeline integrates with upstream thinker tools to receive blueprints and downstream quality-gate or manuscript-drafter tools for final validation. This synergy ensures complete workflow automation from initial evidence extraction to quality-controlled manuscript generation.