🛠️ After the Hack: What’s Next for Promptle (and Me)

#devchallenge #wlhchallenge #career #entrepreneurship

WLH Challenge: After the Hack Submission

Hackathons are usually about building fast. But this one? It was about building deep.

What started as a quirky “Wordle meets ChatGPT” idea quickly turned into a full-blown creative engine—one that taught me more about prompt design, AI evaluation, and user delight than I ever expected.

But most importantly, it reawakened something:

A drive to build playful, purposeful tools that help people become more fluent in AI—not as users, but as co-creators.

🚀 The Transformation

👩🏽‍💻 From Hackathon Project to AI Skill Gym

Promptle was meant to be a fun daily game. But designing the AI scoring engine, bonus rounds, hint feedback, and streak logic taught me how powerful a well-structured creative loop could be.

I learned how to write meta-prompts that score other prompts
I designed prompt evaluation rubrics GPT could follow consistently
I experimented with prompt–response embeddings for scoring
I built a multi-step feedback loop that helped users refine their ideas—just like in real creative work
I debugged localStorage-based state management, async scoring requests, and bonus round triggers all within a serverless setup on Bolt

It stopped being just a "daily game"—it became a blueprint for how people can learn prompting like a craft.

🔮 Bigger Vision: From Promptle to Something More

Promptle started as a fun challenge—but it’s evolving into something bigger.

We’re now building PromptCraft: a home for creators to practice and perfect the art of prompting across AI tools. Think of it as a creative dojo for AI expression—part game, part studio, part community.

🧱 What PromptCraft Will Offer

🎯 Daily Challenge Mode

Featuring Promptle as the anchor experience to build creative muscles through structured practice.
✍️ Prompt Decks

Curated libraries of reusable prompts for writing, art, audio, and automation—grouped by skill, genre, or use case.
🔁 Remix Mode

See how others approached the same challenge and remix their prompt into your own.
💬 Feedback Loops

Get scored responses and coaching from AI (and eventually, a creative peer community). We're building new judge models that can blend GPT-4, fine-tuned evaluation agents, and rubric-guided scoring.
🧠 Creative Templates

Learn how to craft system prompts, dialogue flows, multi-shot inputs, or multimodal prompt chains. These include UI building blocks and editable components.
🚀 Level-Up Streaks

Track your growth across categories like specificity, creativity, efficiency, and complexity. Earn rewards and unlock themed creative weeks (e.g., Sci-Fi Week, Noir Mode, Museum Prompts, etc.)

🧪 Technical Evolution

Here's how PromptCraft is evolving behind the scenes:

AI Scoring as a Modular Engine

We're abstracting Promptle’s scoring logic into a prompt-evaluator module with swappable scoring agents (GPT-4, Claude, Mistral). These will use chain-of-thought meta-evaluation prompts and optional embedding checks.
Storage Options

For the MVP, we used localStorage to manage streaks and stats. For PromptCraft, we’re implementing optional sign-ins with Supabase and session tokens for syncing across devices.
Composable Prompt Templates

Each prompt card will soon have YAML/JSON-style schemas for modularity and remixing. Think:


json
  {
    "title": "Describe a city that exists only during eclipses",
    "tags": ["worldbuilding", "fantasy", "DALL·E"],
    "format": "narrative",
    "bonus_challenges": ["haiku", "limerick", "dialogue"],
    "ideal_response": "..."
  }