🤖 AI Dev Tools

AI Evolution: Buzzwords vs. Billions

They're calling it an evolution. I'm calling it the same old song and dance, just with more jargon. Let's peel back the layers.

DevTools Feed Apr 28, 2026 5 min read

⚡ Key Takeaways

The current AI boom, from ML to LLMs, is presented as an evolution but is largely driven by re-packaging existing technologies and creating new revenue streams. 𝕏
Companies profit significantly from LLMs through API access, infrastructure, and by selling RAG and fine-tuning solutions that add complexity and cost. 𝕏
Understanding AI mechanics like tokens and context windows is crucial for developers not just for functionality but for cost management in an increasingly expensive ecosystem. 𝕏

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#Generative AI #LLMs #RAG #fine-tuning #large language models #machine-learning

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Originally reported by dev.to