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Multi-Shot vs Zero-Shot: When Adding Examples Actually Hurts Accuracy

Multi-Shot vs Zero-Shot: When Adding Examples Actually Hurts Accuracy

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8 min read
Your Prompt Isn't the Problem: Why System Prompts Matter More Than User Prompts in Production AI Applications

Your Prompt Isn't the Problem: Why System Prompts Matter More Than User Prompts in Production AI Applications

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4 min read
3 lines I deleted from my AI cold email prompt — and reply rates jumped 8x

3 lines I deleted from my AI cold email prompt — and reply rates jumped 8x

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4 min read
JSON or XML Tags for LLM Output: The Format That Holds Under Pressure

JSON or XML Tags for LLM Output: The Format That Holds Under Pressure

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6 min read
5 Prompt Recipes That Reliably Produce Great Images on Nano Banana Pro

5 Prompt Recipes That Reliably Produce Great Images on Nano Banana Pro

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3 min read
Tool-Calling Prompts That Don't Blow Up on the Five Edge Cases

Tool-Calling Prompts That Don't Blow Up on the Five Edge Cases

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8 min read
JSON Mode Still Fails. Here's the Recovery Ladder

JSON Mode Still Fails. Here's the Recovery Ladder

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6 min read
A System-Prompt Skeleton That Survives Claude/GPT/Gemini Swaps

A System-Prompt Skeleton That Survives Claude/GPT/Gemini Swaps

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6 min read
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