Artifacts & Blogs

Technical writing, implementations, research notes, and materials that document both results and the reasoning behind them.

Writing

Research note
September 2026

Elimination in Fusing Bandits: When Should We Stop Measuring?

From RAGE to witness-bottleneck elimination: how fusion changes which directions a bandit learner still needs to measure.

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Research note
August 2026

Who Teaches the Learner?

Curriculum learning as an outer decision problem, from task-level bandits to problem-level selection in LLM post-training.

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Research note
March 2026

Two Measurements, One Learner

Why rewards and preferences are different measurements—and what it would take for both to inform one policy learner.

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Project reflection
August 2026

Beyond the Algorithm Label

How an apparently successful RL experiment taught me to stop treating algorithm names as causal explanations.

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Project reflection
August 2026

I Built a Router. Did I Build an MoE Problem?

How a Machine Learning Systems perspective changed a Bayesian routing project into a question about scale and resource allocation.

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Code & Notes

Study repository

Machine Learning Notes

Study notes, implementations, and experiments covering foundational machine-learning topics.

Repository