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
└─────────────────────────────────┘
- Phase 1: Problem Definition & Strategy
Understand the user's actual problem before writing code. Produce clearPROBLEM_ANALYSIS.md,PRD.md, andTRD.mdto align the team and avoid scope creep. - Phase 2: Technical Blueprint
Define system architectures, data models, APIs, and domain-specific rules (like AI rules or smart contracts). - Phase 3: Execution, Quality & Security
Prepare UI specs, robust error handling, security guardrails, QA testing checklists, and evaluation metrics. - 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
| # | Category | Focus |
|---|---|---|
| 01 | AI / ML Hackathons | LLMs, RAG, AI Agents, Vision, NLP, Prompt Library |
| 02 | Non-AI / Traditional Software | Web Apps, Backend, SaaS, Mobile, Databases |
| 03 | Automation & Workflow | n8n, Make, Zapier, Webhooks, API Orchestration |
| 04 | No-Code / Low-Code | Bubble, FlutterFlow, Airtable, Visual Development |
| 05 | Data & Analytics | Pipelines, ETL, Dashboards, Data Warehousing |
| 06 | Web3 / Blockchain | Smart Contracts, dApps, Tokenomics, Gas Optimization |
| 07 | IoT / Hardware / Robotics | Embedded Systems, Microcontrollers, Sensors, Telemetry |
| 08 | AR / VR / XR / Metaverse | Spatial Computing, Unity/Unreal, 3D Assets, Interactions |
| 09 | Cybersecurity | Threat Modeling, Attack Surfaces, AppSec, Incident Response |
| 10 | Cloud / DevOps / Platform | Docker, Kubernetes, CI/CD, Terraform, Infrastructure |
| 11 | Domain & Industry | FinTech, HealthTech, EdTech, GovTech, Compliance |
| 12 | Creative / Media / Gaming | Game Design, Mechanics, Storytelling, Digital Media |
| 13 | Social Impact / Civic | Accessibility, Sustainability, Open Data, Public Good |
| 14 | Open Innovation / Corporate | Sponsor Challenges, Corporate Sprints, Business Models |
| 15 | Beginner / Student / Community | College Hackathons, First-Time Builders, Mentorship |
| 16 | Platform-Sponsored | Official Partner SDKs, Quotas, Ecosystem Integrations |
| 17 | Debugging | 6 Pillars: Root Cause Analysis, Bisect, Reproduction |
| 18 | Improve System Design | 8 Dimensions: High Availability, Distributed Architecture |
| 19 | SEO Optimization | 8 Pillars: Technical Audits, Core Web Vitals, Structured Data |
| 20 | Scalability | 10 Layers: Load Balancing, Caching, Asynchronous Queues |
🚀 How to Get Started
- Check out How to Use This Framework.
- Select your category from the list above or the sidebar.
- Start with Phase 1: Problem Definition to generate your
PROBLEM_ANALYSIS.md.