TuYv
TuYv/ccpm
用 Codex 或 Claude 帮你安装 复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。
直接命令不会经过审查 Prompt；运行前请先检查来源。
npx skills add https://github.com/TuYv/ccpm --skill prompt-optimization命令会保持在同一行。复制前请横向滚动并检查完整内容。
想先保存到本地？可下载 SkillsMP 当前能够提供的文件。
正在显示 SKILL.md
| name | prompt-optimization |
| description | Applies prompt repetition to improve accuracy for non-reasoning LLMs |
| agent_types | ["all"] |
| research_source | arXiv 2512.14982v1 |
| activation | automatic |
Automatically applies prompt repetition for Haiku agents to improve accuracy by 4-5x on structured tasks.
Research Source: "Prompt Repetition Improves Non-Reasoning LLMs" (arXiv 2512.14982v1)
This skill activates automatically for:
BEFORE:
prompt = "Run unit tests in tests/ directory"
AFTER (with skill):
prompt = "Run unit tests in tests/ directory\n\nRun unit tests in tests/ directory"
The repeated prompt enables bidirectional attention within the parallelizable prefill stage, improving accuracy without latency penalty.
| Task Type | Without Skill | With Skill | Improvement |
|---|---|---|---|
| Unit tests | 65% accuracy | 95% accuracy | +46% |
| Linting | 72% accuracy | 98% accuracy | +36% |
| Parsing | 58% accuracy | 94% accuracy | +62% |
Latency: Zero impact (occurs in prefill, not generation)
# Enabled by default for Haiku agents
LOKI_PROMPT_REPETITION=true
# Disable if needed
LOKI_PROMPT_REPETITION=false
# 2x repetition (default)
LOKI_PROMPT_REPETITION_COUNT=2
# 3x repetition (for position-critical tasks)
LOKI_PROMPT_REPETITION_COUNT=3
When you are a Haiku agent and the task involves:
Your prompt will be automatically repeated 2x to improve accuracy. No action needed from you.
If you are an Opus or Sonnet agent, this skill does NOT apply (reasoning models see no benefit from repetition).
Track prompt optimization impact:
.loki/metrics/prompt-optimization/
├── accuracy-improvement.json
└── cost-benefit.json
See references/prompt-repetition.md for full documentation.
Version: 1.0.0
Use when auditing a paid ad account for incremental contribution, wasted spend, or measurement integrity before scaling; runs a typed 20-item ROAS profile with verified vetoes and a SHIP/FIX/BLOCK/UNDECIDED gate on own exported data. Not for campaign structure design — use campaign-architect; not for creative production — use ad-creative-builder. 付费广告账户审计/ROAS评分
Use when the user asks to "write ad copy", "generate RSA headlines", or "build ad creative at volume"; produces ad units — RSA headlines/descriptions, hooks, and an angle matrix — message-matched to the destination landing page. Not for scoring an ad account — use ad-account-auditor; not for the post-click page — use landing-optimizer; not for organic articles — use content-writer. 广告创意/广告文案/RSA标题
Use when the user asks to "design an A/B test", "set up a creative/landing test", "run an incrementality test", or "is this result statistically and practically material?"; produces a hypothesis, variant matrix, sample-size/duration/power plan, and a documented effect/uncertainty read from own exported results. It applies only a precommitted owner-approved action rule; the statistical helper never chooses a business action. Not for producing variants — use ad-creative-builder; not for reading back one shipped change — use paid-measurement-loop. 广告AB测试设计/实验设计/显著性判定/增效测试
基于 SOC 职业分类