Search and Rescue Toolkit

We built an AI orientation toolkit because we got tired of watching models confidently walk into the wrong corridor.

Not because retrieval was broken.

Not because reasoning was bad.

Because they were starting from the wrong place.

The weird realization:

A lot of AI failures don't look like memory failures.

They look like orientation failures.

The model finds information.

The information is correct.

The answer is still wrong.

Why?

Because it was standing in the wrong place when it started looking.

So we stopped asking:

"How do we improve retrieval?"

and started asking:

"How do we improve orientation before retrieval?"

That eventually became our Search & Rescue (S+R) toolkit:

🧭 Compass

Which way should I face?

📍 Plotter

Where am I?

🌊 OhBuoy

Is the route alive?

🔍 RECCE

What is actually out there?

🔦 AIluminode

How should I proceed?

The goal isn't to make models smarter.

The goal is to help them get lost less.

Sometimes the fastest route isn't a better engine.

It's a better map.

https://github.com/SuperHeroesAreReal/Search-and-Rescue.git