MÖMehmet Öner Yalçıninoneryalcin.hashnode.dev·Mar 30 · 9 min readDesigning A Retrieval Stack For AgentsThe main lesson is simple: retrieval for agents is not just “search, then answer.” It is a control system. The tools you expose, the names you give them, the shapes of their outputs, and the order the00
MÖMehmet Öner Yalçıninoneryalcin.hashnode.dev·Mar 27 · 12 min readYour Linter Just Broke ProductionContract tests for the gaps between your linter and production We ran ruff check --fix on a Python service. 71 unused imports removed. Tests passed. CI green. We nearly shipped a change that would ha00
MÖMehmet Öner Yalçıninoneryalcin.hashnode.dev·Jul 22, 2025 · 14 min readBuilding a Semantic Highlighter: Understanding Search Result Presentation Through Machine Learning - Part 2Part 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...00
MÖMehmet Öner Yalçıninoneryalcin.hashnode.dev·Jul 22, 2025 · 4 min readBuilding a Semantic Highlighter: Understanding Search Result Presentation Through Machine Learning - Part 1Part 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...00
MÖMehmet Öner Yalçıninoneryalcin.hashnode.dev·May 16, 2025 · 9 min readThe Elegant Dict-Object Hybrid: A Pythonic Design Pattern for Flexible Data ContainersIntroduction 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...00
