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Welcome to My AI Engineering Blog 👋
I’m Girijesh Prasad, an AI Engineer specializing in LLMs, Multi-Agent Systems, and Agentic AI.
This blog is where I:
- 🧠 Deep-dive into AI/ML concepts
- 🛠️ Share practical implementation guides
- 📊 Break down latest research papers
- 💡 Explore emerging AI technologies
Latest Posts
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All content is backed by research and real-world implementation.
Posts
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The Story of Embedding — Deep Dive: From Bag of Words to Sentence Transformers
The mathematical intuitions, architectural decisions, and production lessons behind 70 years of teaching machines to understand language — from Bag of Words to Sentence Transformers. -
How LLM Inference Really Works: A Deep Dive into Optimisation Techniques
Making your language models blazing fast without breaking the bank — a deep dive into KV cache, quantization, batching, FlashAttention, and speculative decoding. -
Context Engineering: The New Frontier in Agentic AI
Understanding effective context engineering. -
How Reasoning LLMs Actually Work (And Do They Really Reason?)
Understanding OpenAI O1, DeepSeek-R1, and the latest reasoning models that are crushing olympiad-level problems - and whether they're actually reasoning or just pattern matching at scale.
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