Large Language Models (LLMs)

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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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IMDA

Lessons from IMDA’s LLM Testing Starter Kit: An AI Assurance Perspective

Quality Assurance has always been about understanding risk and validating systems before they reach production. After more than eight years in QA and now working in AI security, governance, and red teaming, I often compare traditional testing practices with the challenges introduced by AI systems. While the risks have evolved from software defects to hallucinations,

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