Reuse Saved Prompt Templates

Reuse Saved Prompt Templates (Prompt Library Architecture) (AI Skill)

Overview

Re-typing complex prompt instructions from scratch every morning ("Review this code, make sure you check for null values, do not write preambles...") is inefficient and leads to forgotten constraints and inconsistent outputs.

The Prompt Library Architecture stores your highest-performing, battle-tested prompt recipes as parameterized templates in text expansion tools (Raycast, Alfred, TextExpander, or Obsidian), enabling you to trigger master-grade prompts with a 3-letter shortcut.

Ad-Hoc Typing vs. Parameterized Snippet Library

┌─────────────────────────────────────────────────────────────┐
│                 Prompt Library Workflow                     │
│                                                             │
│  Ad-Hoc Typing (Every Day):                                 │
│  • 2 minutes spent typing instructions from memory          │
│  • Forgets 2 constraints $\rightarrow$ mediocre response    │
│                                                             │
│  Parameterized Snippet (Type `;creview` or `;exec`):        │
│  • 1-second keyboard shortcut                               │
│  • Injects 100% complete battle-tested constraints          │
│  • 10/10 Output on the First Try Every Single Time          │
└─────────────────────────────────────────────────────────────┘

The 5 Essential Core Templates

1. The Code Hardening Reviewer (Shortcut: ;creview)

Act as a Principal Staff Engineer. Review this code for production readiness:
<code_block>
{clipboard}
</code_block>

Audit for: 1) Memory/concurrency leaks, 2) Missing null guards, 3) Deprecated APIs, 4) Edge-case exceptions.
Provide the hardened production version with full type hints.

2. The Meeting Action Parser (Shortcut: ;notes)

Parse these raw meeting scribbles into:
1. **Key Decisions Made** (Max 3 bullets)
2. **Action Items Table**: | Task | Owner | Deadline | Priority |
3. **Open Blockers**

Raw Notes:
{clipboard}

3. The Executive BLUF Digest (Shortcut: ;bluf)

Read the attached text. Provide a 2-tier summary:
1. **Executive BLUF (Max 2 sentences)**: The direct decision and financial/timeline impact.
2. **3 Key Supporting Takeaways** (Bulleted with bold headers).
Text:
{clipboard}

4. The Human Voice Copy Polish (Shortcut: ;polish)

Refactor this draft to sound warm, confident, and conversational:
- Ban all AI clichés: "delve", "tapestry", "crucial", "testament", "beacon".
- Vary sentence rhythm (mix short and compound sentences).
- Start immediately with the hook; zero preamble fluff.
Draft:
{clipboard}

5. The TSV Data Extractor (Shortcut: ;table)

Extract this unstructured text into a clean TSV code block ready for 1-click Excel paste.
Columns: Date (YYYY-MM-DD), Entity/Person, Category, Amount (Number), Status.
Data:
{clipboard}

Implementation Setup Guide

Summary Best Practice

"Whenever an AI gives you a 10/10 response, don't just close the tab - extract the prompt, replace the variables with {clipboard}, and save it to your snippet library."