Keyboard shortcuts

Press ← or → to navigate between chapters

Press S or / to search in the book

Press ? to show this help

Press Esc to hide this help

Hackathon Alchemy

Welcome to Hackathon Alchemy — a prompt engineering and document framework designed to help hackers, developers, and founders build production-grade prototypes during high-pressure 24–48 hour events.

Whether you're developing an AI agent, a no-code workflow, or a Web3 smart contract, this framework gives you pre-tested prompt packs to plan, architect, build, and deliver your project methodically.


🏗️ The 4-Phase Workflow (Categories 01–16)

Every standard category is divided into 4 sequential phases:

┌─────────────────────────────────┐
│  Phase 1: Problem Definition   │  Problem Analysis ➔ PRD ➔ TRD
└────────────────┬────────────────┘
                 ▼
┌─────────────────────────────────┐
│  Phase 2: Technical Blueprint   │  System Architecture ➔ Schemas ➔ APIs
└────────────────┬────────────────┘
                 ▼
┌─────────────────────────────────┐
│  Phase 3: Execution & Quality   │  UI Spec ➔ Error Handling ➔ Security ➔ Testing
└────────────────┬────────────────┘
                 ▼
┌─────────────────────────────────┐
│  Phase 4: Delivery & Demo       │  Deployment ➔ Demo Script ➔ Glossary
└─────────────────────────────────┘
  1. Phase 1: Problem Definition & Strategy
    Understand the user's actual problem before writing code. Produce clear PROBLEM_ANALYSIS.md, PRD.md, and TRD.md to align the team and avoid scope creep.
  2. Phase 2: Technical Blueprint
    Define system architectures, data models, APIs, and domain-specific rules (like AI rules or smart contracts).
  3. Phase 3: Execution, Quality & Security
    Prepare UI specs, robust error handling, security guardrails, QA testing checklists, and evaluation metrics.
  4. Phase 4: Delivery & Presentation
    Configure continuous deployment, rehearse a winning demo pitch script, and define a glossary for judges.

🔍 Specialized Deep-Dive Categories (17–20)

For complex engineering disciplines beyond the 4-phase model, Hackathon Alchemy includes dedicated non-linear frameworks:

  • 17. Debugging (6 Pillars): Detect & Define ➔ Reproduce & Isolate ➔ Instrument & Observe ➔ Hypothesize & Test ➔ Resolve & Verify ➔ Prevent & Learn.
  • 18. Improve System Design (8 Dimensions): Requirements, Component Map, Data Modeling, Communication Protocols, Partitioning, Fault Tolerance, Observability, and Trade-offs.
  • 19. SEO Optimization (8 Pillars): Technical Foundation, On-Page Optimization, Content Strategy, Keyword Architecture, Off-Page Authority, Geo-targeting, UX Signals, and Measurement.
  • 20. Scalability (10 Layers): Baseline Capacity, Vertical Scaling, Horizontal Scaling, Data Layer, Caching, Async Queues, Cost Optimization, Resilience, Multi-Region, and Governance.

📚 Complete Category Index

#CategoryFocus
01AI / ML HackathonsLLMs, RAG, AI Agents, Vision, NLP, Prompt Library
02Non-AI / Traditional SoftwareWeb Apps, Backend, SaaS, Mobile, Databases
03Automation & Workflown8n, Make, Zapier, Webhooks, API Orchestration
04No-Code / Low-CodeBubble, FlutterFlow, Airtable, Visual Development
05Data & AnalyticsPipelines, ETL, Dashboards, Data Warehousing
06Web3 / BlockchainSmart Contracts, dApps, Tokenomics, Gas Optimization
07IoT / Hardware / RoboticsEmbedded Systems, Microcontrollers, Sensors, Telemetry
08AR / VR / XR / MetaverseSpatial Computing, Unity/Unreal, 3D Assets, Interactions
09CybersecurityThreat Modeling, Attack Surfaces, AppSec, Incident Response
10Cloud / DevOps / PlatformDocker, Kubernetes, CI/CD, Terraform, Infrastructure
11Domain & IndustryFinTech, HealthTech, EdTech, GovTech, Compliance
12Creative / Media / GamingGame Design, Mechanics, Storytelling, Digital Media
13Social Impact / CivicAccessibility, Sustainability, Open Data, Public Good
14Open Innovation / CorporateSponsor Challenges, Corporate Sprints, Business Models
15Beginner / Student / CommunityCollege Hackathons, First-Time Builders, Mentorship
16Platform-SponsoredOfficial Partner SDKs, Quotas, Ecosystem Integrations
17Debugging6 Pillars: Root Cause Analysis, Bisect, Reproduction
18Improve System Design8 Dimensions: High Availability, Distributed Architecture
19SEO Optimization8 Pillars: Technical Audits, Core Web Vitals, Structured Data
20Scalability10 Layers: Load Balancing, Caching, Asynchronous Queues

🚀 How to Get Started

  1. Check out How to Use This Framework.
  2. Select your category from the list above or the sidebar.
  3. Start with Phase 1: Problem Definition to generate your PROBLEM_ANALYSIS.md.