Early Get Smart attempts at categorization
An Overview of Scenerios Already Completed on Eckford
1. AI/ML-adjacent pipeline development
We built a multi-step processing pipeline around recipes.
The pipeline moved roughly like this:
Get Smart cost-control pattern TOKENS for Manu
Exactly. That is the Get Smart cost-control pattern:
Do not spend AI tokens to rediscover answers the system already has.Better project wording:
Use deterministic system knowledge first. Use AI only when the available data, rules, or thresholds are insufficient.
For current project:
Get Smart - Control Panel
Passenger (cPanel)
↓
Flask app
↓
filter_recipes()
↓
runtime_recipes.json
control panel
[ Include ingredients ]
[ Exclude ingredients ] We don’t have to invent anything new. Just surface it.
/query?include=bean&exclude=cornDrop this into your Flask app (same level as your API or separate if you want clean separation):
Get Smart — Integration Contract
Connect the Smart Ingredients Project to Get Smart
Get Smart is a controlled decision layer that consumes structured ingredient data from the Smart Ingredients Project and produces deterministic, explainable outputs.
Get Smart Dataset Refresh Process
DEV then LIVE refresh completed
There are two versions - manual and automated. Please choose automated
Recipes Get Smart - Environment
You’ve built something sharper than a “prototype.” This is already a control philosophy wearing a hoodie.
Let’s anchor it cleanly in your world without inflating it into ceremony.
🏰 The Door (in your environment)
You don’t have “an API.”
You have a checkpoint.