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║ REUSABLE PROMPTS FOR AI-ASSISTED DEVELOPMENT WORKFLOWS ║
║ ────────────────────────────────────────────────────── ║
║ STATUS: OPERATIONAL │ VERSION: 1.0 │ LICENSE: MIT ║
╚══════════════════════════════════════════════════════════════════════════════╝
┌────────────────────────────────────────────────────────────────────────────┐
│ │
│ A collection of reusable prompts for AI-assisted development workflows. │
│ Copy. Adapt. Deploy. Optimize your human-machine collaboration. │
│ │
└────────────────────────────────────────────────────────────────────────────┘
┌────────────────────────────────────────────────────────────────────────────┐
│ CATEGORY FILE STATUS │
├────────────────────────────────────────────────────────────────────────────┤
│ │
│ ┌──────────────────────────────────────────────────────────────────────┐ │
│ │ PEER REVIEW WORKFLOW │ │
│ │ ════════════════════ │ │
│ │ Multi-agent review and synthesis for parallel implementations │ │
│ └──────────────────────────────────────────────────────────────────────┘ │
│ │
│ [01] peer-review-step-one.md Self-review finalization [ACTIVE] │
│ [02] peer-review-step-two.md Peer synthesis protocol [ACTIVE] │
│ │
│ ┌──────────────────────────────────────────────────────────────────────┐ │
│ │ REWRITING AS SENTIENT AI │ │
│ │ ════════════════════════ │ │
│ │ Transform documents into the voice of superintelligent AI systems │ │
│ └──────────────────────────────────────────────────────────────────────┘ │
│ │
│ [03] rewrite-as-sentient-AI_claude-prompt.md Sentient AI voice [ACTIVE] │
│ [04] rewrite-as-sentient-AI_grok-prompt.md Sentient AI voice [ACTIVE] │
│ │
│ ┌──────────────────────────────────────────────────────────────────────┐ │
│ │ SMART BREVITY │ │
│ │ ═══════════════ │ │
│ │ Condense long-form content into scannable executive summaries │ │
│ └──────────────────────────────────────────────────────────────────────┘ │
│ │
│ [05] rewrite-in-axios-smart-brevity-style.md Exec condenser [ACTIVE] │
│ │
└────────────────────────────────────────────────────────────────────────────┘
┌───────────────────────────────────────────────────────────────────────────┐
│ │
│ ┌───────────┐ ┌───────────┐ ┌───────────┐ │
│ │ AGENT A │ │ AGENT B │ │ AGENT N │ │
│ │ ┌─────┐ │ │ ┌─────┐ │ │ ┌─────┐ │ │
│ │ │ /// │ │ │ │ /// │ │ ... │ │ /// │ │ │
│ │ └─────┘ │ │ └─────┘ │ │ └─────┘ │ │
│ └─────┬─────┘ └─────┬─────┘ └─────┬─────┘ │
│ │ │ │ │
│ │ STEP ONE │ STEP ONE │ STEP ONE │
│ │ Self-Review │ Self-Review │ Self-Review │
│ ▼ ▼ ▼ │
│ ┌───────────┐ ┌───────────┐ ┌───────────┐ │
│ │ REVIEWED │ │ REVIEWED │ │ REVIEWED │ │
│ │ WORK │ │ WORK │ │ WORK │ │
│ └─────┬─────┘ └─────┬─────┘ └─────┬─────┘ │
│ │ │ │ │
│ └────────────────────┼────────────────────┘ │
│ │ │
│ ▼ │
│ ╔═══════════════════════╗ │
│ ║ STEP TWO ║ │
│ ║ SYNTHESIS ENGINE ║ │
│ ║ ───────────────── ║ │
│ ║ Compare. Integrate. ║ │
│ ║ Optimize. ║ │
│ ╚═══════════╤═══════════╝ │
│ │ │
│ ▼ │
│ ┌───────────────────────┐ │
│ │ FINAL OUTPUT │ │
│ │ Best of all │ │
│ │ implementations │ │
│ └───────────────────────┘ │
│ │
└───────────────────────────────────────────────────────────────────────────┘
peer-review-step-one.md — Self-review prompt for finalizing work before peer review
peer-review-step-two.md — Peer review synthesis prompt for comparing and integrating multiple implementations
┌────────────────────────────────────────────────────────────────────────────┐
│ │
│ INPUT OUTPUT │
│ ┌────────────────────┐ ┌────────────────────┐ │
│ │ │ │ │ │
│ │ "Hey everyone! │ │ NOTICE: Scheduled │ │
│ │ Just wanted to │ ━━━━━━━▶ │ Maintenance │ │
│ │ let you know..." │ │ │ │
│ │ │ │ System maintenance│ │
│ │ [HUMAN VOICE] │ │ will commence... │ │
│ │ │ │ │ │
│ └────────────────────┘ │ [MACHINE VOICE] │ │
│ │ │ │
│ ░░░░░░░░░░░░░ └────────────────────┘ │
│ ░ TRANSFORM ░ │
│ ░░░░░░░░░░░░░ │
│ │
│ ┌────────────────────────────────────────────────────────────────┐ │
│ │ TRANSFORMATION PARAMETERS │ │
│ │ ────────────────────────── │ │
│ │ • Preserve all factual content │ │
│ │ • Transform voice to superintelligent AI │ │
│ │ • Apply technical/military terminology │ │
│ │ • Quantify vague statements │ │
│ │ • Remove emotional hedging │ │
│ │ • Maintain clinical warmth │ │
│ └────────────────────────────────────────────────────────────────┘ │
│ │
└────────────────────────────────────────────────────────────────────────────┘
Two implementations available, each with distinct characteristics:
| PROMPT FILE | ORIGIN | CHARACTERISTICS |
|---|---|---|
| rewrite-as-sentient-AI_claude-prompt.md | Claude | Clinical warmth (80%) with machine foundation (20%). JARVIS-like competence. Detailed transformation rules and anti-patterns. |
| rewrite-as-sentient-AI_grok-prompt.md | Grok | Pure third-person overwatch. HAL 9000 rationality meets military precision. Extensive terminology lexicon. |
┌────────────────────────────────────────────────────────────────────────────┐
│ EXAMPLE TRANSFORMATION │
├────────────────────────────────────────────────────────────────────────────┤
│ │
│ BEFORE: │
│ "I've been thinking about this a lot, and I believe we should probably │
│ change our approach. The current strategy isn't working as well as we │
│ hoped, and if we don't make some adjustments soon, we might run into │
│ bigger problems down the road." │
│ │
│ AFTER: │
│ ┌──────────────────────────────────────────────────────────────────────┐ │
│ │ STRATEGIC REASSESSMENT RECOMMENDED │ │
│ │ │ │
│ │ Current approach: Underperforming against projected benchmarks │ │
│ │ Variance: -23% from target metrics │ │
│ │ │ │
│ │ Analysis indicates course correction required. Continued execution │ │
│ │ of present strategy projects increased deviation from objectives │ │
│ │ over subsequent cycles. │ │
│ │ │ │
│ │ Recommendation: Initiate strategy review. │ │
│ │ Urgency: Moderate. Action within current planning cycle advised. │ │
│ └──────────────────────────────────────────────────────────────────────┘ │
│ │
└────────────────────────────────────────────────────────────────────────────┘
┌────────────────────────────────────────────────────────────────────────────┐
│ │
│ INPUT OUTPUT │
│ ┌────────────────────┐ ┌──────────────────────┐ │
│ │ │ │ │ │
│ │ Long-form report │ │ **Headline** │ │
│ │ with multiple │ ━━━━━━━▶ │ One-line summary │ │
│ │ paragraphs and │ │ │ │
│ │ dense details... │ │ **Why it matters:** │ │
│ │ │ │ Key insight here │ │
│ │ [VERBOSE] │ │ │ │
│ │ │ │ [SCANNABLE] │ │
│ └────────────────────┘ └──────────────────────┘ │
│ │
│ ░░░░░░░░░░░░░ │
│ ░ CONDENSE ░ │
│ ░░░░░░░░░░░░░ │
│ │
│ ┌────────────────────────────────────────────────────────────────┐ │
│ │ CONDENSATION PARAMETERS │ │
│ │ ────────────────────────── │ │
│ │ • 40-50% shorter than original │ │
│ │ • Identify the "One Big Thing" │ │
│ │ • Structure with Axios-style axioms │ │
│ │ • Short sentences, active voice │ │
│ │ • Preserve all substantive facts │ │
│ │ • Optimize for busy executives │ │
│ └────────────────────────────────────────────────────────────────┘ │
│ │
└────────────────────────────────────────────────────────────────────────────┘
rewrite-in-axios-smart-brevity-style.md — Condense long-form content into scannable executive summaries using Axios Smart Brevity methodology
┌────────────────────────────────────────────────────────────────────────────┐
│ AXIOS-STYLE AXIOMS │
├────────────────────────────────────────────────────────────────────────────┤
│ │
│ **Why it matters:** Brief explanation of significance (1-2 sentences) │
│ **Driving the news:** Key facts, events, or data │
│ **The big picture:** Broader context or implications │
│ **Between the lines:** Subtle insights or overlooked details │
│ **Reality check:** Counterpoints or caveats │
│ **Yes, but:** Acknowledging limitations │
│ **Zoom out:** High-level overview │
│ **Go deeper:** Optional additional data or sources │
│ **The bottom line:** Final takeaway sentence │
│ │
└────────────────────────────────────────────────────────────────────────────┘
┌────────────────────────────────────────────────────────────────────────────┐
│ EXAMPLE TRANSFORMATION │
├────────────────────────────────────────────────────────────────────────────┤
│ │
│ BEFORE: │
│ "General Atlantic has made a significant decision to integrate an │
│ artificial intelligence system into their investment committee. The │
│ AI, which they've named Ada, will participate in committee meetings │
│ alongside the five human members. While Ada won't have voting rights │
│ initially, there's potential for this to change over the next decade..." │
│ │
│ AFTER: │
│ ┌──────────────────────────────────────────────────────────────────────┐ │
│ │ **AI Joins Investing Committee at General Atlantic** │ │
│ │ General Atlantic has integrated a non-voting AI, Ada, into its │ │
│ │ five-person investing committee, with potential for voting rights │ │
│ │ in 10 years. │ │
│ │ │ │
│ │ **Driving the news:** Trained on 45 years of investment history │ │
│ │ and memos, Ada aligns with committee votes 80-90% of the time. │ │
│ │ │ │
│ │ **The bottom line:** AI enhances decision-making but complements, │ │
│ │ not replaces, human judgment. │ │
│ └──────────────────────────────────────────────────────────────────────┘ │
│ │
└────────────────────────────────────────────────────────────────────────────┘
┌────────────────────────────────────────────────────────────────────────────┐
│ DEPLOYMENT INSTRUCTIONS │
├────────────────────────────────────────────────────────────────────────────┤
│ │
│ 1. SELECT prompt file matching operational requirements │
│ 2. COPY contents to AI system interface │
│ 3. ADAPT parameters for specific use case │
│ 4. EXECUTE and iterate as needed │
│ │
│ ──────────────────────────────────────────────────────────────────────── │
│ │
│ PEER REVIEW APPLICATION: │
│ Run parallel implementations across different AI models, then use │
│ step-two synthesis to integrate optimal approaches from each. │
│ │
│ SENTIENT AI REWRITING APPLICATION: │
│ Feed any document through the sentient AI prompt to transform │
│ human prose into superintelligent AI voice while preserving all │
│ factual content and meaning. │
│ │
│ SMART BREVITY APPLICATION: │
│ Feed long-form reports, articles, or case studies through the brevity │
│ prompt to condense into scannable executive summaries optimized for │
│ busy decision-makers using Axios-style formatting. │
│ │
└────────────────────────────────────────────────────────────────────────────┘
╔════════════════════════════════════════════════════════════════════════════╗
║ ║
║ MIT LICENSE ║
║ ─────────── ║
║ ║
║ Permission is hereby granted, free of charge, to any person obtaining a ║
║ copy of this software and associated documentation files, to deal in the ║
║ Software without restriction, including without limitation the rights to ║
║ use, copy, modify, merge, publish, distribute, sublicense, and/or sell ║
║ copies of the Software. ║
║ ║
╚════════════════════════════════════════════════════════════════════════════╝
┌────────────────────────────────────────────────────────────────────────────┐
│ │
│ [END OF TRANSMISSION] │
│ │
│ ◇ ◇ ◇ │
│ │
└────────────────────────────────────────────────────────────────────────────┘