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Dmitry Petrov

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When Agents Meet Physical Data: The Other Physics of Agent HarnessesAI Engineer World's Fair 20262026-06-29
Claim: recompute is the enemy for video and sensor data — materialize once, recall cheaply. Demonstrations use Claude Code over raw S3 with a YOLO pass that…
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From SQL to Python: Building Data Context for Agents and peoplePyData London 20262026-06-05
Claims that adding concrete multi-layer context (storage, metadata, dataset, code) moves agents from brittle demos to reliable results, citing 95% accuracy…
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Versioning Multimodal Data: Metadata & BeyondPyData Virginia 20252025-04-18
The DVC team argues that multimodal needs a metadata-first versioning approach because files are heavy (megabytes to gigabytes) and datasets scale to thousands…
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Machine Learning Models Versioning Using Open Source ToolsPyData Los Angeles 20192019-12-03
Shows a concrete workflow for tracking models and artifacts using open source pieces: git lfs for small model files, CI pipelines that capture reproducible…
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Open Source Tools for ML Experiments ManagementOpen Source Summit + Embedded Linux Conference North America 20192019-08-21
Open Source Tools for ML Experiments Management - Dmitry Petrov & Ruslan Kuprieiev, Iterative AI The rise of new AI and ML requires new workflows and new…
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Data versioning in machine learning projectsPyData Berlin 20182018-07-06
Open-source DVC claims to make experiments reproducible by pairing code with the exact data version and pipeline commands rather than just restating the topic…
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