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Josh Young's avatar

‘AI fluency’ sounds great, but it’s still so broad it could mean anything. Are we talking:

• Prompt literacy and structured prompting?

• Fine-tuning vs. RAG vs. embeddings — knowing when to use which?

• System design skills like chaining models, using vector DBs, and orchestrators (LangChain, LlamaIndex)?

• Understanding RLHF, alignment tradeoffs, and how safety layers interact with base models?

• Knowledge of recursive systems — feedback loops, output monitoring, and reinforcement collapse risks?

• Governance literacy: privacy, model evals, interpretability tools (e.g., Evals, SHAP, TCAV)?

• Or just being able to open ChatGPT and not panic?

All of those are wildly different skills with wildly different stakes — lumping them under ‘fluency’ flattens what people actually need to learn.”

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