Shreya Shankar

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Blog

Thoughts on data, AI, HCI, and research. Some posts are cross-posted on Twitter.

  • On the Consumption of AI-Generated Content at Scale

    Dec 1, 2025
  • In Defense of AI Evals, for Everyone

    Sep 5, 2025 ~240k impressions
  • Writing in the Age of LLMs

    Jun 16, 2025
  • Data Flywheels for LLM Applications

    Jul 1, 2024 ~127k impressions
  • Short Musings on AI Engineering and "Failed AI Projects"

    Jun 24, 2024 ~78k impressions
  • Comparing LLMs on "Real-World" Retrieval

    Apr 8, 2024
  • Mid-PhD Research Talk

    Nov 16, 2023
  • Study Notes for the Berkeley Databases Prelim Exam

    Sep 12, 2022
  • Thoughts on ML Engineering After a Year of my PhD

    Jul 18, 2022 ~257k impressions
  • Notes on ARIES: A Transaction Recovery Method Supporting Fine-Granularity Locking and Partial Rollbacks Using Write-Ahead Logging

    Jul 9, 2022
  • The Modern ML Monitoring Mess: Research Challenges (4/4)

    Jan 31, 2022 ~105k impressions
  • The Modern ML Monitoring Mess: Failure Modes in Extending Prometheus (3/4)

    Jan 3, 2022 ~65k impressions
  • The Modern ML Monitoring Mess: Categorizing Post-Deployment Issues (2/4)

    Dec 13, 2021 ~62k impressions
  • The Modern ML Monitoring Mess: Rethinking Streaming Evaluation (1/4)

    Nov 29, 2021 ~34k impressions
  • Introducing mltrace

    May 10, 2021
  • Predictive Modeling: A Retrospective

    Jan 8, 2021 ~290k impressions
  • Modeling Libraries Don’t Matter

    Nov 9, 2020
  • Get Rid of AI Saviorism

    Aug 21, 2020
  • Choosing Between a PhD and Industry for New Computer Science Graduates

    Jul 24, 2020
  • Reflecting on a Year of Making Machine Learning Actually Useful

    Jun 29, 2020

© 2025 Shreya Shankar

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