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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
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
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
Spud Was the Rumored GPT-6. It Shipped as GPT-5.5, Two Tiers Inside.

Spud Was the Rumored GPT-6. It Shipped as GPT-5.5, Two Tiers Inside.

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7 min read
The JSON-Mode Prompt Pattern That Survives Claude Version Bumps

The JSON-Mode Prompt Pattern That Survives Claude Version Bumps

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7 min read
Anthropic Skills Is Quietly Killing the Prompt Management Category

Anthropic Skills Is Quietly Killing the Prompt Management Category

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7 min read
The Single Unit Test Every LLM Prompt Should Have

The Single Unit Test Every LLM Prompt Should Have

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7 min read
The 2-Line Defense That Stops 90% of Real-World Prompt Injection

The 2-Line Defense That Stops 90% of Real-World Prompt Injection

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7 min read
The Most Expensive Hallucination of 2026: A Court Filing Goes Sideways

The Most Expensive Hallucination of 2026: A Court Filing Goes Sideways

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8 min read
Multi-Turn Jailbreaks Are the New Prompt Injection

Multi-Turn Jailbreaks Are the New Prompt Injection

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8 min read
GLM-5.1 Beat GPT-5.4 at Coding — Under MIT License. Should You Actually Switch?

GLM-5.1 Beat GPT-5.4 at Coding — Under MIT License. Should You Actually Switch?

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8 min read
The "Let's Think Step by Step" Trick Is Now Hurting Your Prompts. Here's What Replaced It.

The "Let's Think Step by Step" Trick Is Now Hurting Your Prompts. Here's What Replaced It.

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7 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
The 4-Block Prompt Pattern That Beats Few-Shot on Claude 4.6

The 4-Block Prompt Pattern That Beats Few-Shot on Claude 4.6

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8 min read
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