mlsanityData to 7 Oct 2026

Querying Everything Everywhere All at Once: Supervaluationism for the Agentic Lakehouse

arXiv 2603.13380 ↗First posted 11 Mar 2026cs.DB cs.AIcited by 0

On the map: LLM agents and tool use → Web, search, and research agents

Abstract (arXiv)

Agentic analytics is turning the lakehouse into a multi-version system: swarms of (human or AI) producers materialize competing pipelines in data branches, while (human or AI) consumers need answers without knowing the underlying data life-cycle. We demonstrate a new system that answers questions across branches rather than at a single snapshot. Our prototype focuses on a novel query path that evaluates queries under supervaluationary semantics. In the absence of comparable multi-branch querying capabilities in mainstream OLAP systems, we open source the demo code as a concrete baseline for the OLAP community.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Placed in Web, search, and research agents, one of 16 directions in LLM agents and tool use. Builds on 8 of its 27 references that are in the map. First posted on arXiv 11 Mar 2026.

Builds on

8 of 27 references.

Closest ancestors · 1

Same direction, newest first

  1. 2025Supporting Our AI Overlords: Redesigning Data Systems to be Agent-First31 Aug

Other references · 7

  1. 2024Next-Generation Database Interfaces: A Survey of LLM-based Text-to-SQLcited by 118
  2. 2023Building a serverless Data Lakehouse from spare partscited by 6
  3. 2025Safe, Untrusted, "Proof-Carrying" AI Agents: toward the agentic lakehousecited by 6
  4. 2024Reproducible data science over data lakes: replayable data pipelines with Bauplan and Nessiecited by 5
  5. 2025Trustworthy AI in the Agentic Lakehouse: from Concurrency to Governancecited by 5
  6. 2026Building a Correct-by-Design Lakehouse. Data Contracts, Versioning, and Transactional Pipelines for Humans and Agentscited by 4
  7. 2020Categorizing Online Shopping Behavior from Cosmetics to Electronics: An Analytical Frameworkcited by 1

Built on by

Not cited yet.

Similar, not cited

Close in wording, no citation either way

  1. 2025AgenticData: An Agentic Data Analytics System for Heterogeneous Data
  2. 2025FDABench: A Benchmark for Data Agents on Analytical Queries over Heterogeneous Data
  3. 2026Agentic Context Cracking: Token-Efficient Data Reasoning Agents via Adaptive Structuring of Unstructured Data
  4. 2026Beyond Correctness: Resolving Underspecification in Agentic Text-to-SQL
  5. 2026Demonstration of Pneuma-Seeker: Agentic System for Reifying and Fulfilling Information Needs on Tabular Data
  6. 2025Rethinking Query Optimization for Multi-Agent Systems [Vision]
  7. 2026AgenticDataBench: A Comprehensive Benchmark for Data Agents
  8. 2026AgenticScholar: Agentic Data Management with Pipeline Orchestration for Scholarly Corpora