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Research architecture.

Design research workflows that produce reusable artifacts, not throwaway answers.

Research program template

A reusable template with deterministic review gates.

Research

How Aternox approaches research workflows and outputs.

DGS

The product concept: structured synthesis for real workflows.

DGS vs LLMs

Where chat-style outputs break and artifact-first wins.

RAG vs verified synthesis

A useful contrast for research-heavy workflows.

Verification rubric

Define how research artifacts get checked before adoption.

Core idea

A workflow has a shape

A research system should make scope explicit, separate exploration from decision-making, and produce artifacts that can be reviewed and reused later.