Neerav Chaudhary

Research software, applied machine learning, and technical notes.

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Writing

Essays and project notes that explain design choices, evaluation concerns, implementation constraints, and the reasoning behind the work.

4 entries
Research systemsJun 2026

Designing a session-centered research workspace

Research software becomes more reliable when the context of reading, evidence, and analysis persists across the life of the work. Refract treats the session as that continuity layer.

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reader workspace
system architecture
Essay · Jun 2026

What reliable should mean for LLMs in life sciences

In scientific and regulated settings, reliability is less about polished prose and more about whether claims remain traceable to evidence, scope, and method.

brain axial t2
Research note · Jun 2026

Notebook-first medical ML is still serious research

A notebook can be the most faithful record of a machine-learning study when it preserves data inspection, preprocessing, training, and evaluation in the same visible sequence.

lithium ion degradation map
Project writeup · Jan 2026

Notes from a battery RUL project

In battery remaining-useful-life work, a strong score only matters if the feature story, time structure, and evaluation protocol remain believable under scrutiny.

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A public record of research systems, notebook studies, supporting records, and careful technical writing.

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