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16Research tooling

Meta-Analysis Tool

A research-synthesis engine over large academic corpora.

  • NLP
  • Embeddings
  • Information Retrieval
  • Python
FIG.16 — stratify

An AI research-synthesis engine that reasons over large academic corpora — built to support SAAM and reusable across literatures.

Role
Creator
Status
Research tooling
Access
Live / public
Problem

Synthesizing thousands of papers by hand is the bottleneck in any serious literature program. SAAM needed a corpus engine before it needed a model.

Architecture

An AI synthesis engine that ingests and reasons over large academic corpora, built first to support SAAM and reusable across other literatures.

Role

Creator — the corpus ingestion and synthesis engine.

Outcome

In use as the research-synthesis layer underneath SAAM.

What it took

Technical proof.

  • Synthesizes findings across large academic corpora.
  • Built as the infrastructure layer beneath SAAM.
Private system — no live link. Architecture and status only; never data, positions, or credentials.Back to all work