AI in Engineering

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Build a Reasoning LLM from Scratch

Build a Reasoning LLM from Scratch: A Complete Guide to GRPO, RoPE & Pretraining.

Introduction A reasoning LLM is a language model trained not just to predict the next word, but to work through a problem step by step and verify its own conclusions before answering  the approach behind models like OpenAI’s o1 and DeepSeek’s R1. This guide condenses a practical path to building a compact 300–400M parameter GPT-style […]

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AI Debugging in ADLC: Catching Production Bugs Before They Exist

Introduction Production bugs are expensive—but the real cost isn’t just fixing them. It’s lost revenue, damaged trust, and engineering time spent firefighting instead of building. According to IBM’s Cost of a Data Breach Report (2023), issues caught in production can cost up to 15x more than those identified during development. The uncomfortable truth? Traditional debugging

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