@oneryalcin
Consultant Python Data Developer
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Nothing here yet.
Jul 22, 2025 · 14 min read · Part 2: Building a Semantic Highlighter from Scratch Chapter 1: The Foundation - Understanding Our Tools Let's build our semantic highlighter piece by piece. I'll be your guide, and we'll construct each component while understanding why it exists. Fi...
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Jul 22, 2025 · 4 min read · Part 1: Why Highlighting Matters and How Machines Learn Relevance The Problem: Finding Needles in Haystacks Imagine you're searching for "how to prevent memory leaks in Python" and you get back a 5,000-word article about Python programming. Somewhere...
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May 16, 2025 · 9 min read · Introduction In Python development, we frequently work with structured data: configuration settings, API responses, form submissions, event logs, and more. Most developers reach for one of two common approaches: # Dictionary approach user_data = {"na...
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Apr 21, 2025 · 12 min read · Prologue: Git Hell "It's not that Git is hard. It's that we've made a mess, and now Git is telling us exactly how big a mess we've made." — Sarah, Lead Developer Three monitors, seven terminal windows, and a whiteboard full of hastily scrawled bran...
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Apr 21, 2025 · 28 min read · (This is a mere python translation (from GoLang) of Thorsten Ball's blogpost, credits goes to him) Original: https://ampcode.com/how-to-build-an-agent It’s not that hard to build a fully functioning, code-editing agent. It seems like it would be. Wh...
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