Project: datalens
81 entity types
Matrix/Architecture/DS-STAR Architecture
DesignDecisionArchitecture

DS-STAR Architecture

DataLens Development implements the DS-STAR Architecture adapted from Google's DS-STAR paper. The DS-STAR architecture based on multiple agents is implemented as part of DataLens Development for autonomous cataloging and extraction.

Attributes
labelsEntity,DesignDecision
rationaleThe DS-STAR architecture was developed as a pattern for autonomous data extraction and analysis, inspired by Google's DS-STAR paper. Its implementation involves components like a file analyzer, planner, verifier, router, and orchestrator, which together enable an iterative refinement process for high-quality data extraction. The rationale behind this architecture is to create a flexible, scalable, and self-improving system that can handle messy data, provide provenance, and support cross-file queries, all in a self-hosted environment. It aligns with the goal of building a production-ready, autonomous data platform.
decided byThe development team/architects
decision date2026-02-22
tier2
Relationships2 connections
Loading graph...
Related Entities
IntegrationEndpointDataLensIntegrations
RELATES_TO