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

DS-STAR Agent API integration

Integrates DS-STAR's autonomous, iterative data cataloging agents (Planner, Verifier, Router, Orchestrator) to enable quality-verified, local LLM-powered extraction. This enhances automation, data quality, and privacy, replacing manual or cloud API solutions, aligned with platform goals of self-hosting and comprehensive data management.

Attributes
labelsEntity,DesignDecision
rationaleThe decision was made to integrate the DS-STAR Agent API to enable autonomous, iterative data cataloging and extraction capabilities within the platform. This integration allows the platform to leverage DS-STAR's sophisticated agents—such as the Planner, Verifier, Router, and Orchestrator—to perform quality-verified data extraction using local LLMs, enhancing automation and data quality without relying on external cloud APIs. This move aligns with the platform's goal of full self-hosted, privacy-preserving data analysis infrastructure.
alternatives consideredManual data cataloging, simple rule-based systems, or direct database ingestion without agent orchestration were considered but lacked automation and iterative quality refinement. Using cloud API-based solutions was rejected due to data privacy concerns and costs.
decided byThe platform development team made the decision, mainly driven by the technical leads overseeing the DS-STAR architecture and AI strategy.
decision date2026-02-21
tier2
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