Everyday

Stop re-explaining the same preferences

“I correct the same things every week and it never sticks.”

Feedback becomes rules, sessions become skills, and the order things are suggested in follows what you actually take.

4 steps

  1. Let the consolidation pass run

    It deduplicates, drops stale facts, resolves contradictions, and turns your thumbs feedback into rules that are followed afterwards.

    Try this

    Run a consolidation pass now and show me the result: what you merged, what you dropped as stale, and which contradictions you left for me.

    AutoDream Memory Consolidation

    A memory note open for editing

  2. Let good sessions become skills

    A curator agent reviews what happened, saves what is worth keeping, refines what already exists, retires the stale, and leaves anything you pinned alone.

    Try this

    Review this session and tell me what is worth keeping as a skill. Do not save anything yet, just show me what you would write and what you would leave out.

    Self-Improving Skills

    The self-improving skills panel

  3. Let the order follow the evidence

    Until it has watched enough to be right it does nothing, so day one is exactly the order you get today. What it learned is one file on your machine, shown with the run count behind every number, and one button puts it back.

    Try this

    Show me what routing has learned about my work so far, with the run count behind each number, and tell me where it still has too little to go on.

    Adaptive Routing

    Routing diagnostics showing the evidence behind each ranking

  4. Take the next message or ignore it

    A suggestion appears after each reply. Press Tab to accept, or start typing and it steps aside.

    Prompt Suggestions

    A predicted next message offered in the composer

What you end up with

A skill library that grew from your own sessions, and a shortlist that reflects what you use rather than what shipped first.

Download Plexon

Also for everyday

Think out loud, on one machine, and have it remembered

Speak instead of typing, let the consolidation pass connect what you said, ask questions about your own past decisions, and seal the whole thing behind a passcode.

Clear forty thousand screenshots out of a photo folder

It reads each file to work out what it is, so it still finds them after an export renamed everything. Camera photos are recognised separately and left alone.