Google D-Star: Iterative Planning and Verification for Messy Data episode artwork

EPISODE · Nov 29, 2025 · 4 MIN

Google D-Star: Iterative Planning and Verification for Messy Data

from Intellectually Curious · host Mike Breault

We explore Google Research's D-Star, a data-science agent that reads heterogeneous data (CSV, JSON, Markdown, and more), extracts structure and context, and turns questions into executable Python code through a plan–implement–verify loop. Learn how a dedicated verifier critiques outputs beyond syntax, how a router can revise or replan to prevent error cascades, and why this self-correcting approach yields state-of-the-art results on benchmarks like DabStep, Kramabench, and DECODE. Practical implications for researchers and policy analysts wrestling with real-world, messy data—and what it could mean for democratizing automated discovery.Note:  This podcast was AI-generated, and sometimes AI can make mistakes.  Please double-check any critical information.Sponsored by Embersilk LLC

Episode metadata supplied by the publisher feed · Published Nov 29, 2025

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We explore Google Research's D-Star, a data-science agent that reads heterogeneous data (CSV, JSON, Markdown, and more), extracts structure and context, and turns questions into executable Python code through a plan–implement–verify loop. Learn how a dedicated verifier critiques outputs beyond syntax, how a router can revise or replan to prevent error cascades, and why this self-correcting approach yields state-of-the-art results on benchmarks like DabStep, Kramabench, and DECODE. Practical i...

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Google D-Star: Iterative Planning and Verification for Messy Data

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