Data · Research · Learning in public

I am making a small place for the things I am learning, building, and still figuring out.

This is a new space for me. Part portfolio, part notebook, part exploratory blog. I want it to feel light, honest, and alive while I write about data engineering, research ideas, and the odd bit of vibe coding.

Data systems Early research Vibe coding Learning notes
ETL SQL dbt Databricks Research notes
Read notes Research corner

About

An introduction, without turning the page into a résumé wall.

Personal Notebook · Learning In Public

A little about me

My name is Tanvi. I work as a Lead Data Engineer, mostly around financial services data systems, SQL, SSIS, ETL, governance, migration work, and the practical details that make data platforms usable over time. More recently, I have also started working with dbt and Databricks.

This site is a new thing for me. I want it to grow slowly as a place for notes, early research, small experiments, and the kind of learning that does not always fit neatly into a formal project description.

Research

My first research thread is still early, but I want to document it carefully.

This section is for research ideas, preprints, questions, and the parts that are still uncertain.

First preprint

Adaptive Context-Aware Embedding Filtering

A-CAEF is my first attempt at writing down a decoding-time idea for language models. The basic question is whether token selection can be nudged using context-aware drift signals, without retraining the model, modifying its parameters, or relying on external retrieval.

Notes / Ideas / Blogs

Notes, ideas, rough drafts, and small learning trails.

A lightweight notebook for things I am still shaping, not a finished library.

Idea

Designing data systems that age well

A placeholder note on maintainable, observable data systems.

Notebook

This place is meant to stay a little unfinished.

That is the point. I want the site to grow with the work: some parts researched, some parts drafted, some parts simply explored.