Loop Up
Temper — save working AI solutions as reusable tools
AI solves the same hard thing over and over, throwing away the solution each
time. Temper saves what worked, with limits on what it can touch and a note on
where it came from, so the next app or agent can just use it.
The problem
Every time an AI figures out how to do something tricky, like calling an API
the right way or parsing a weird format, the solution vanishes when the
conversation ends. The next AI starts from zero and solves it again.
How it works
- An AI solves something hard, and it is checked to actually work
- Temper saves that exact solution as a tool, with a note on what it can touch and where it came from
- Later, a different app or agent looks it up and just uses it
- No one has to solve the same thing twice
What works today
- Saves a working solution as a reusable tool
- A second app finds it and uses it without redoing the work
- Every saved tool keeps a record of where it came from
Honest limits
- This is a working demo, not a finished product
- A saved tool is stored as text, not run in a locked-down sandbox yet
- No sign-in or per-tool permissions yet
Where it fits
Temper is one of a set of small tools that work together. When several AIs
compete on a problem and one wins, that winning answer can be saved here so
nothing good gets thrown away.