◈ Intelligence dispatch

Thinking out loud.

Frameworks and first-hand lessons from deploying AI in production — no hype, no vendor pitches.

Fine-Tuning vs RAG: The Framework We Use to Decide Every Time

After building 50+ AI systems, we've developed a decision framework that tells you exactly when to fine-tune a model, when to build a RAG pipeline, and when the question itself is wrong.

Technical LLM Architecture RAG

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Jan 15, 2025 ● 8 min read

What 'AI-Native' Actually Means (and Why Most Companies Get It Wrong)

AI-native doesn't mean adding a chatbot to your product. It means redesigning your entire value chain around intelligence as the primary input. Here's the difference — and why it matters enormously.

Strategy AI Architecture Product

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