Shreya Shankar

My personal website

sh-reya.com ↗RSS feed ↗21 posts

Latest posts

Exploring Agent-Assisted Qualitative Analysis

May 21, 2026

On the Consumption of AI-Generated Content at Scale

Dec 1, 2025

In Defense of AI Evals, for Everyone

Sep 5, 2025

Writing in the Age of LLMs

Jun 16, 2025

Data Flywheels for LLM Applications

Jul 1, 2024

Short Musings on AI Engineering and "Failed AI Projects"

Jun 24, 2024

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

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

The Modern ML Monitoring Mess: Failure Modes in Extending Prometheus (3/4)

Jan 3, 2022

The Modern ML Monitoring Mess: Categorizing Post-Deployment Issues (2/4)

Dec 13, 2021

The Modern ML Monitoring Mess: Rethinking Streaming Evaluation (1/4)

Nov 29, 2021

Introducing mltrace

May 10, 2021

Predictive Modeling: A Retrospective

Jan 8, 2021

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