Building production ETL pipelines for LLM training is complex. After building pipelines processing 100TB+ of data, I’ve learned what works. Here’s the complete guide to building production data pipelines for LLM training. Figure 1: LLM Training Data Pipeline Architecture Why Production ETL Matters for LLM Training LLM training requires massive amounts of clean, processed data: […]
Read more →Author: Nithin Mohan TK
Technology Enthusiast | .NET Specialist | Blogger | Gadget & Hardware Geek
Tips and Tricks – Use Intersection Observer for Lazy Loading
Load images and content only when they enter the viewport for faster initial page loads.
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Introduction: Modern Python has evolved dramatically with features that transform how we build data engineering systems. This comprehensive guide explores advanced Python patterns including structural pattern matching, async/await for concurrent data processing, dataclasses and Pydantic for robust data validation, and context managers for resource management. After building production data pipelines across multiple organizations, I’ve found […]
Read more →Your Copilot Is Watching: The Real Story Behind AI Coding Assistants in 2025
Something shifted in how we write code over the past two years. It wasn’t a single announcement or product launch—it was the gradual realization that the cursor blinking in your IDE now has a silent partner. GitHub Copilot crossed 1.8 million paid subscribers in 2024. Cursor raised $60 million at a $400 million valuation. Amazon […]
Read more →Tips and Tricks – Use functools.cache for Automatic Memoization
Cache expensive function results automatically with the built-in cache decorator.
Read more →Testing AI-Powered Frontends: Strategies for LLM Integration Testing
Testing AI-Powered Frontends: Strategies for LLM Integration Testing Expert Guide to Testing AI Applications with Confidence I’ve tested AI applications that handle streaming responses, complex state, and real-time interactions. Testing AI frontends is different from traditional web apps—you’re dealing with non-deterministic outputs, streaming data, and asynchronous operations. But with the right strategies, you can test […]
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