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Introduction Running a small language model locally is straightforward. Running one productively — inside a real development workflow, with proper context, tool access, and iteration speed — is a different problem entirely. The gap between "I got a model responding in my terminal" and "I have a local AI setup that actually improves how I…

  For a while, the default assumption was that bigger meant better. Developers routed their applications through cloud APIs, accepting latency, usage costs, and data exposure as unavoidable trade-offs. That assumption no longer holds. Small language models (SLMs) have matured significantly. These models typically range from 1 billion to 13 billion parameters, compact enough to…

  For years, system design interviews meant "Design YouTube," "Design Uber," or "Design WhatsApp." Companies hiring AI Engineers, Applied Scientists, and GenAI Engineers now ask a different set of questions: "Design ChatGPT," "Design a customer support AI," "Design GitHub Copilot," "Design an AI code reviewer," "Design a legal document assistant." Most engineers can call an…

  Web scraping is the process of collecting information from websites automatically. A normal scraper usually extracts raw text, HTML elements, or the full page content. But when you are building AI agents or large language model (LLM) applications, sending the entire webpage to the model is not always the best approach. A better…

  #  Small But Powerful   Running a 70B model in production can be expensive, slow, and, for many tasks, unnecessary. If you're building a focused pipeline like a document classifier or a multilingual support responder, a well-trained 3B model will match or beat the 70B on your specific task at a fraction of the…

Sponsored Content         The Biggest Challenge Teams Face With AI Today—and the Platform That Solves It   This is how the vast majority of teams currently use AI applications: one member subscribes to ChatGPT, another trusts Claude; the software developer uses an entirely different code editor, some marketer spends money on…

  #  Introduction   On April 17, 2026, Anthropic launched Claude Design. That same day, Figma's stock dropped roughly 7%, and Figma's own board member Mike Krieger stepped down just three days before the announcement — a coincidence in timing that market watchers noticed immediately. That's a real reaction from real investors, and it says…

★ Editor's Pick — Most Read Article This Week 🖥️ Top 5 MCP Servers for High Performance Agentic Development Nahla Davies  ·  Programming  ·  July 20, 2026 The Model Context Protocol standardizes agent tooling, enabling interoperability across platforms for tasks ranging from code execution to web interaction. High-performance agent development requires integrating specialized…

  #  Introduction   Most people's Claude Code setup never gets past day one. They run the installer, log in, type a prompt, get something useful back, and never touch a config file again. Weeks later, sessions start losing track of earlier decisions, the same permission prompt shows up fifty times a day, and every…

  #  Introduction   Every Python codebase has this problem. A function that starts small. Two branches, maybe three. Then someone adds a case, someone else adds another, and a year later you've got 200 lines of if/elif/else that nobody wants to touch. Here's an example: def get_model(name): if name == "logreg": …