[{"data":1,"prerenderedAt":70},["ShallowReactive",2],{"term-p\u002Fprompt-pruning":3,"related-p\u002Fprompt-pruning":58},{"id":4,"title":5,"acronym":6,"body":7,"category":40,"description":41,"difficulty":42,"extension":43,"letter":16,"meta":44,"navigation":45,"path":46,"related":47,"seo":52,"sitemap":53,"stem":56,"subcategory":6,"__hash__":57},"terms\u002Fterms\u002Fp\u002Fprompt-pruning.md","Prompt Pruning",null,{"type":8,"value":9,"toc":33},"minimark",[10,15,19,23,26,30],[11,12,14],"h2",{"id":13},"eli5-the-vibe-check","ELI5 — The Vibe Check",[16,17,18],"p",{},"Prompt pruning is cutting unnecessary instructions out of a long prompt without hurting quality. Every word costs tokens and attention. Shorter prompts are often better prompts.",[11,20,22],{"id":21},"real-talk","Real Talk",[16,24,25],{},"Prompt pruning is the iterative removal of redundant or low-value instructions from a prompt while maintaining or improving output quality. Reduces cost, latency, and attention dilution. Systematic pruning involves removing one instruction at a time and measuring eval impact. Modern frontier models often perform better with concise prompts than elaborate ones.",[11,27,29],{"id":28},"when-youll-hear-this","When You'll Hear This",[16,31,32],{},"\"Pruned the system prompt from 3000 to 800 tokens — quality went up.\" \u002F \"Before you add more, try prompt pruning.\"",{"title":34,"searchDepth":35,"depth":35,"links":36},"",2,[37,38,39],{"id":13,"depth":35,"text":14},{"id":21,"depth":35,"text":22},{"id":28,"depth":35,"text":29},"ai","Prompt pruning is cutting unnecessary instructions out of a long prompt without hurting quality. Every word costs tokens and attention.","intermediate","md",{},true,"\u002Fterms\u002Fp\u002Fprompt-pruning",[48,49,50,51],"Prompt Compression","Prompt Engineering","Token Budget","Evals",{"title":5,"description":41},{"changefreq":54,"priority":55},"weekly",0.7,"terms\u002Fp\u002Fprompt-pruning","p1ACM1XntJc-WnBGFGwxJIZ6JRYu83fXo5L01YvBa4s",[59,62,66],{"title":48,"path":60,"acronym":6,"category":40,"difficulty":42,"description":61},"\u002Fterms\u002Fp\u002Fprompt-compression","Prompt compression is shrinking a prompt so it fits more context or costs less, without losing meaning.",{"title":49,"path":63,"acronym":6,"category":64,"difficulty":42,"description":65},"\u002Fterms\u002Fp\u002Fprompt-engineering","vibecoding","Prompt engineering is the art of talking to AI so it actually does what you want.",{"title":50,"path":67,"acronym":6,"category":40,"difficulty":68,"description":69},"\u002Fterms\u002Ft\u002Ftoken-budget","beginner","A token budget is the cap on how many tokens a request, session, or user can consume. Like a food budget but for AI.",1776518304047]