akillness avatar

Prompt Repetition

This is a bounded decision rule for when duplicating your prompt 2x or 3x actually fixes accuracy problems on lightweight models like Haiku or Flash, and when you should restructure instead. The fit is narrow: long-context retrieval where the question gets buried, options-first multiple choice, or position-sensitive lookups in inventories. It walks you through classifying the prompt shape, checking if you can afford the input token overhead, and picking the smallest intervention before you burn context budget on full duplication. The skill explicitly routes you away from repetition when the real problem is retrieval quality, reasoning depth, or tool-heavy orchestration. Useful when someone says the model forgot the instruction at the end and you need to know if repeating is a cheap fix or just multiplying the wrong prompt.

skills.sh installs
164
GitHub stars
22
last updated
Jun 3, 2026

Install

$ npx -y skills add akillness/oh-my-skills --skill prompt-repetition --agent claude-code

Installs into .claude/skills of the current project.

Files

This is a bounded decision rule for when duplicating your prompt 2x or 3x actually fixes accuracy problems on lightweight models like Haiku or Flash, and when you should restructure instead. The fit is narrow: long-context retrieval where the question gets buried, options-first multiple choice, or position-sensitive lookups in inventories. It walks you through classifying the prompt shape, checking if you can afford the input token overhead, and picking the smallest intervention before you burn context budget on full duplication. The skill explicitly routes you away from repetition when the real problem is retrieval quality, reasoning depth, or tool-heavy orchestration. Useful when someone says the model forgot the instruction at the end and you need to know if repeating is a cheap fix or just multiplying the wrong prompt.

Browse the repository on GitHub

Sponsors

Details

Repository
github.com/akillness/oh-my-skills
Category
AI & Agent Building
First seen
Jun 3, 2026

More from akillness/oh-my-skills

All 81
1mindgames avataragent-browser-relaymindgames/agent-browser-relayRead metadata, DOM, screenshots, and structured page payloads from an attached Chrome or Chromium tab through the local Agent Browser Relay extension. Use when 164skills.sh installs
2skillcreatorai avatarweb-design-guidelinesskillcreatorai/ai-agent-skillsweb design guidelines164skills.sh installs
3qodex-ai avatarprospect-investigationqodex-ai/ai-agent-skillsResearch and investigate business prospects and leads. Gathers company information, contact details, and qualification data for sales.163skills.sh installs
4levnikolaevich avatarln-012-mcp-configuratorlevnikolaevich/claude-code-skillsUse when installing MCP packages and configuring Claude-side MCP registration, hooks, permissions, IDE extension mode, and migrations.162skills.sh installs
5base avatarregistering-agent-base-devbase/skillsInvoke this skill when a user is building or running any automated transaction sender on Base (trading bot, arbitrage bot, sniper bot, yield farmer, AI agent, o161skills.sh installs
6levnikolaevich avatarln-011-agent-installerlevnikolaevich/claude-code-skillsInstalls or updates Codex CLI and Claude Code. Use when CLI agents need installation or update.161skills.sh installs