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An in-depth look at building a serverless-ready, zero-dependency Markdown-to-PDF converter in pure Python, deep-diving into AST mapping, Kroki caching, multi-pass layout engines, and typesetting safeguards.
A blog for machine learning, deep learning, and data science enthusiasts.
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Build a complete, bash-executing AI agent from scratch in under 60 lines of Python, explore the security risks of local execution, and secure it using a hardware-isolated sandbox.- Published on
A 100% serverless, scale-to-zero RAG chatbot architectural comparison across AWS, Azure, and GCP, deep-diving into compute, streaming, ingestion pipelines, database choices, and cost traps.- Published on
Understanding the tradeoffs between sequential and parallel multi-hop retrieval flows in RAG systems through step-by-step visualizations.- Published on
Understanding the tradeoffs between bi-encoders, cross-encoders, and late interaction in dense retrieval systems and how they work.