Most prompt changes ship on vibes. Someone tries a new system prompt, it “feels better” on three test cases, and…
Browsing: Prompt Engineering & Techniques
Most developers default to zero-shot prompting because it’s simpler. Write the instruction, get the output, ship it. Then they hit…
You’re building a legitimate product — a medical information assistant, a legal document summarizer, a security research tool — and…
Most developers trying to improve their LLM outputs reach for the same tools in the wrong order. They add a…
If you’ve spent more than a few hours building LLM pipelines, you’ve hit the same wall: you ask for JSON,…
Most developers treat temperature like a volume knob — turn it up for “creative” tasks, turn it down for “factual”…
If you’re running Claude agents at any meaningful scale, input tokens are quietly eating your margin. A single agent loop…
Most prompt engineering content treats technique selection as a matter of preference. It isn’t. When you’re building agents that run…
If you’ve built anything real with LLMs, you’ve hit this wall: you ask for JSON, you get JSON-ish. A trailing…
If you’ve ever hit Claude’s context limit mid-conversation and watched your carefully assembled prompt get truncated, you already understand the…