AI Engineering: Advent of AI with goose Day 7

Published: (December 11, 2025 at 12:36 AM EST)
3 min read
Source: Dev.to

Source: Dev.to

Day 7: Lost & Found Data Detective – Turning Chaos into Organized Magic with Goose 🕵️‍♂️

The Challenge: Festival Lost & Found Mayhem

Imagine running a festival (or school fair, conference, etc.) where dozens of lost‑item notes flood in—hand‑written, half‑typed, wildly inconsistent:

blue scarf, found near ice rink, 2pm
BLUE SCARF - ice skating area - 2:15pm
iPhone 13 pro, black case, storytelling tent, 3pm - URGENT
red mitten for kid, cocoa booth, around 2:30

Typical manual handling means:

  • Copying, merging, and organizing entries by hand (a nightmare)
  • Missing urgent items (phones, IDs)
  • No quick search or clean presentation

Enter: Lost & Found Data Detective (a Goose recipe)

For Day 7 I built a reusable Goose YAML recipe that:

  • Digests messy lists
  • Merges duplicates
  • Categorizes items (Electronics, Clothing, Valuables, …)
  • Flags urgent finds
  • Emits a gorgeous, searchable, mobile‑ready web app with stats, filters, and print/export options

Lost & Found Data Detective UI

Tech Stack

  • Goose Recipes (YAML) – declarative AI automation
  • Goose Developer + AutoVisualiser extensions – data & UX generation
  • HTML/CSS/JS – self‑contained, offline‑capable output
  • No external dependencies – works offline after generation

My Experience (From Raw Notes to App)

  1. Loaded lost-and-found-detective.yaml into Goose Desktop.
  2. Pasted the raw notes (CSV, plain text, etc.).
  3. Clicked Run.

In under 10 seconds I got a fully‑organized, mobile‑ready, print‑friendly web app (e.g., festival-data/day2-lost-and-found.html).

What the application did

  • Deduped entries (“blue scarf” → single record)
  • Flagged urgent items (phones, jewelry)
  • Categorized all items (Electronics, Clothing, Valuables…)
  • Provided real‑time search and filters
  • Showed a dashboard of stats
  • Enabled print/export for the info desk
  • Responsive on phone, tablet, and desktop; works offline

Dashboard view

Why This Is a Game Changer

  • Massively faster than spreadsheets or Google Forms
  • Zero coding required
  • Eliminates duplicate manual entries
  • Gives instant visibility for urgent/lost valuables
  • Reusable for any event, big or small

Who Can Use This?

  • Festival coordinators & volunteers
  • School fair organizers
  • Conference and event staff
  • Community‑center managers
  • Anyone needing to professionalize lost‑and‑found chaos

Lessons & Insights

  • Declarative YAML (Goose) is a superpower – automate anything with a single recipe.
  • Data cleanup + deduplication are the hardest parts IRL; AI handles them effortlessly.
  • Good design multiplies value – real‑time search, responsive UI, and print mode matter at live events.
  • Documentation is critical – I wrote quick‑start, technical, and sharing guides for all audiences.

How You Can Use It

  1. Grab lost-and-found-detective.yaml (the recipe).
  2. Paste your raw data, click Run, and export the generated HTML.
  3. Share the link/site with staff or print it for the help desk.
  4. Done – in minutes!

Powered By

  • Goose by Block
  • My own festival‑organizing experience
  • Lots of hot cocoa & recipes ☕

Powered by Goose

My Final Thoughts

Organizing lost & found shouldn’t be a horror story. With Goose’s declarative YAML recipes, the entire workflow—from messy notes to a clean, searchable web application—is automated in seconds. The system deduplicates entries, flags urgent items, and generates a responsive, offline‑capable interface with zero dependencies. It’s instant, beautiful, and open‑source, turning chaos into organized magic.

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