--- title: Few-Shot Prompting: When Examples Help, and When They... description: A practical lesson on few-shot prompting pitfalls drawn from a real support ticket classification task. When 3 of 4 examples were bugs, the model learned to... canonical: https://daily.dev/posts/few-shot-prompting-when-examples-help-and-when-they-quietly-backfire-0cm78jmyk twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Few-Shot Prompting: When Examples Help, and When They Quietly Backfire | daily.dev og:description: A practical lesson on few-shot prompting pitfalls drawn from a real support ticket classification task. When 3 of 4 examples were bugs, the model learned to... og:url: https://daily.dev/posts/few-shot-prompting-when-examples-help-and-when-they-quietly-backfire-0cm78jmyk og:image: https://api.daily.dev/og/posts/0cM78jMYk.png og:image:alt: Few-Shot Prompting: When Examples Help, and When They Quietly Backfire og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Few-Shot Prompting: When Examples Help, and When They Quietly Backfire **[Noor Mohammad](https://daily.dev/sources/ew9hy5zthevyyefagop4g)** · [@noormohammad](https://daily.dev/noormohammad) · 1 min read · 0 upvotes · 0 comments ## Summary A practical lesson on few-shot prompting pitfalls drawn from a real support ticket classification task. When 3 of 4 examples were bugs, the model learned to default to 'bug' — silently skewing all output. Covers the difference between zero-shot, one-shot, and few-shot prompting, and what makes a good example set: balanced labels, consistent format, correct labels, and inclusion of edge cases. Warns that bad examples don't throw errors — they quietly corrupt results. ## Content July 2026: classifying support tickets with a clean four-example few-shot prompt. Tidy format, felt bulletproof. Then — almost everything tagged as "bug." Turns out 3 of my 4 examples were bugs, and the model learned "when in doubt, say bug." I didn't teach it the task. I taught it my accident. That's the few-shot trap: examples resolve ambiguity words can't, but a bad one doesn't throw an error — it silently bends the output. Master AI #6: zero vs one vs few-shot, what a good example set looks like (edge cases, one format, correct labels, balance), and how examples poison results. 🔗 [https://medium.com/@reactjsbd/few-shot-prompting-when-examples-help-and-when-they-quietly-backfire-792bf4a429cb?sharedUserId=reactjsbd](https://medium.com/@reactjsbd/few-shot-prompting-when-examples-help-and-when-they-quietly-backfire-792bf4a429cb?sharedUserId=reactjsbd) ## Similar posts on daily.dev - [Achieving 5x Agentic Coding Performance with Few-Shot Prompting](https://daily.dev/posts/achieving-5x-agentic-coding-performance-with-few-shot-prompting-6xxjyufkp) · Towards Data Science · 1 upvotes · 0 comments - [A Guide to Effective Prompt Engineering](https://daily.dev/posts/a-guide-to-effective-prompt-engineering-akjscs4qs) · ByteByteGo · 4 upvotes · 0 comments --- Tags: [#llm](https://daily.dev/tags/llm), [#prompt-engineering](https://daily.dev/tags/prompt-engineering) [View this post on daily.dev](https://daily.dev/posts/few-shot-prompting-when-examples-help-and-when-they-quietly-backfire-0cm78jmyk) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"DiscussionForumPosting","mainEntityOfPage":"https://daily.dev/posts/few-shot-prompting-when-examples-help-and-when-they-quietly-backfire-0cm78jmyk","headline":"Few-Shot Prompting: When Examples Help, and When They Quietly Backfire","text":"A practical lesson on few-shot prompting pitfalls drawn from a real support ticket classification task. When 3 of 4 examples were bugs, the model learned to default to 'bug' — silently skewing all output. Covers the difference between zero-shot, one-shot, and few-shot prompting, and what makes a good example set: balanced labels, consistent format, correct labels, and inclusion of edge cases. Warns that bad examples don't throw errors — they quietly corrupt results.","url":"https://daily.dev/posts/few-shot-prompting-when-examples-help-and-when-they-quietly-backfire-0cm78jmyk","datePublished":"2026-07-25T09:18:39.940Z","dateModified":"2026-07-25T09:18:54.036Z","author":{"@type":"Person","name":"Noor Mohammad","url":"https://daily.dev/noormohammad","image":"https://media.daily.dev/image/upload/s--3w4n0n-6--/f_auto/v1754054115/avatars/avatar_eW9hy5zTHEVyYeFaGOP4G?_a=BAMClqZW0","description":"Software Engineer | React, Next.js & scalable web apps | Writing on AI, blockchain & emerging tech","interactionStatistic":{"@type":"InteractionCounter","interactionType":{"@type":"EndorseAction"},"userInteractionCount":120}},"interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"isPartOf":{"@type":"WebPage","url":"https://daily.dev/sources/ew9hy5zthevyyefagop4g","name":"Noor Mohammad"}} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Noor Mohammad","item":"https://daily.dev/sources/ew9hy5zthevyyefagop4g"},{"@type":"ListItem","position":3,"name":"Few-Shot Prompting: When Examples Help, and When They Quietly Backfire"}]} ```