Embeddings • Representation Learning
When TF-IDF Still Wins Against Neural Embeddings
A practical look at where classic sparse methods beat dense embeddings,
and how I design experiments to choose the right representation for a task.
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Agentic AI • Systems
Designing Multi-Agent Workflows with LangGraph
Notes from building agentic systems where retrievers, generators, and
critics collaborate — and what actually matters in evaluation.
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Career • Reflection
From Classical ML to LLM-First Systems
How my work evolved from traditional machine learning and uplift modeling
to building LLM-centric, agentic products.
Read (coming soon) →