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SoftwareArchitecture

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Series Posts

Conceptual AI: Through an Architect's Lens

Part 0A: Part 0A: Neural Networks & The Learning Mechanism

Building deep intuition from first principles — how neural networks actually learn, explained step by step for engineers who want to truly understand the machinery before architecting with it.
Conceptual AI: Through an Architect's Lens

Part 0B: Part 0B: From Sequences to Transformers

The journey from “words in order” to “understanding meaning” — how we taught machines to process language, and why the Transformer changed everything.
Conceptual AI: Through an Architect's Lens

Part 1A: Part 1A: Understanding the LLM Machine

The technical foundations that drive every architectural decision — transformers, embeddings, and tokenization- are explained through the lens of cost, performance, and trade-offs.
Conceptual AI: Through an Architect's Lens

Part 1B: Part 1B: Making Decisions with LLMs

From model selection to production reliability — the decision frameworks that separate prototype AI from enterprise systems.
Conceptual AI: Through an Architect's Lens

Part 2A: Part 2A: Production RAG: What Tutorials Don’t Teach You

From naive retrieval to production-grade systems — the architectural patterns, chunking strategies, and retrieval engineering that separate demo RAG from enterprise RAG.