Same topic, related formats. Practice these next.
Same topic, related formats. Practice these next.
Past ~7-10 core directives, instructions compete for attention; quality plateaus or regresses while token cost climbs linearly.
Imagine handing a new hire a sticky note with three rules. They follow them. Now hand them a sticky note with thirty rules. They read the first few, skim the middle, and quietly forget half by lunchtime. Prompts work the same way. The model has a finite amount of attention to spread across instructions. Once you stack too many, some directives get ignored, others get half followed, and the behavior turns inconsistent. The fix is not more instructions. The fix is fewer, sharper instructions that each carry real weight.
Everything you need to truly understand this topic: intuition, mechanics, step by step explanation, code, formulas, and worked example. Click to expand.
Everything you need to truly understand this topic: intuition, mechanics, step by step explanation, code, formulas, and worked example.
Everything important, quickly.
3 min: directive budget + attention competition + per-directive compliance measurement + consolidate, prioritize, trim pass + why context window is the wrong frame.
Real products, models, and research that use this idea.
What an interviewer would ask next. Try answering before peeking at the approach.
Red flags and common mistakes that signal junior thinking. Click to expand.
Treating compliance as a linear function of instruction count, so every new edge case becomes another bullet point in the system prompt.
The night-before-the-interview bullets. Scan these on the way to the call.
Primary sources. Skim if you want the original framing.