Thoughts on GenAI, LLM engineering, and things I learn building production AI systems.
Most multi-agent tutorials show agents cooperating: one researches, one writes, one reviews. The outputs are additive. Everyone agrees by the end. That works fine for content gener…
Read more →When I built the RAG chatbot for this portfolio, I made a deliberate choice that goes against most tutorials: I used keyword search instead of a vector database. A few months later…
Read more →Introduction If you've ever used ChatGPT, Google Translate, or any modern AI assistant, you've already experienced the power of Transformers — without even knowing it. The Transfor…
Read more →Introduction You've built a RAG pipeline. You're passing retrieved documents to your LLM. And yet — the model is still confidently making things up. Sound familiar? Hallucination i…
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