Catalog Matching With LLMs: Why Changing Knowledge Should Stay Outside the ModelProduct catalog matching looks simple until real-world data enters the picture. The same product may appear under different names, abbreviations, languages, units, brand conventions, or category struc1A2d ago · 10 min readbusinesswaretech.hashnode.dev
Why ChatGPT Does Not Replace AI Agents in Corporate Automation Over the past few years, ChatGPT, Claude, Gemini, and other language models have become familiar working tools for engineers, analysts, developers, and managers. They help write code, analyze documentAug 18 · 12 min readbusinesswaretech.hashnode.dev
Why Search-First AI Pipelines Work Better Than Browser Agens for Public Resume Data ExtractionFinding relevant candidates from public sources sounds like a perfect task for an autonomous AI agent. Give the agent a browser, describe the target profile, and let it search the web, open pages, reaJul 24 · 10 min readbusinesswaretech.hashnode.dev