Learn

A closed loop: Cascand records what happened and adjusts a little.

Cascand records what happens after each action and what you say when you skip one. Patterns can nudge a few things a little: how it spreads its search effort, how long actions take you, and how many days it waits before a follow-up. A change needs evidence from several different situations, moves a small step at a time, and is shown with its evidence.

How it works

How the loop closes.

  1. Step 1

    Every result is recorded and labeled.

    Confirmed by the system that did the work, declared by you, or observed from outside. One is never quietly upgraded into another.

  2. Step 2

    Skips carry a reason.

    When you skip a recommendation and say why, the reason is recorded and counts toward what Cascand learns.

  3. Step 3

    A few things can adjust, a little.

    Search effort, how long your own work takes, and follow-up spacing can each move, only after enough evidence from different situations, and only a small step at a time.

  4. Step 4

    Your stated preferences apply at once.

    A preference you state takes effect immediately. Learned changes are shown to you read-only, with the evidence behind them.

In your hands

What you control.

  • Your stated preferences, which take effect at once.
  • What you record and why you skip.
  • What Cascand can do at all: learning never changes who it may contact or what counts as proof.
What it needs

Learning needs outcomes to learn from. It starts cautious and stays small.

Questions

Questions people ask.

Does Cascand get smarter on its own?
It adjusts a few things a little when the evidence is strong enough, and shows you what moved. It never changes what it is allowed to do.
Does it learn my voice from edits?
No. The voice you describe is the voice it follows.
What if a change makes results worse?
Changes to its search effort are reversed if results drop. For the other adjustments, Cascand flags the drift for you.

Next

See it with your own work.

Tell Cascand about your business and see what it would build. A person on our team reviews every application.