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Exploring AI and a few other interests.

All AI Agents Architecture Prompting RAG
Showing 4 of 4 posts
Jev: A First Look
Sep 25, 2026 · 5 min read
AI Agents

Jev: A First Look

A fast, cheap classifier is having a main-character moment in AI right now. I dug into why — benchmarks still to come.

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Ranking retrieval success in high-density latent space
Jan 26, 2026 · 3 min read
RAG

Ranking retrieval success in high-density latent space

For a good retriever, the first principles like indexing and fetching remain constant, however building an enterprise grade vector space introduces unique set of challenges...

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A Guide to LLM Architecture: From First Principles to Modern Efficiency
Aug 01, 2025 · 9 min read
Architecture

A Guide to LLM Architecture: From First Principles to Modern Efficiency

A deep, technical dive into the architectural evolution of decoder-based language models.

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Prompt Engineering Guide
Nov 20, 2024 · 1 min read
Prompting

Prompt Engineering Guide

This series (WIP) is a guide to effective prompting!

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