▸ EVOLUTION
An assistant that improves itself while you sleep.
Your tools do not get better just because you use them — unless something is watching the runs, learning from them, and respecting the fact that your laptop is not a training cluster.
▸ ARCHITECTURE
HOW IT WORKS.
Evolution runs only when your machine is quiet. Every pass is budgeted, every result is interruptible, every improvement is pending your review.
IDLE LOOP
BUDGET
LEARNER
META-LEARNER
▸ DEEP DIVE
DEEP DIVE.
Four parts keep Cognithor improving without running away with your resources.
The idle loop watches the system detector — CPU, memory, battery, active windows. When your machine is quiet for long enough, the learner wakes up. When you come back, it pauses. You never feel your assistant stealing cycles from the work you are actually doing.
▸ LIVE DEMO
LIVE DEMO.
Here is an overnight evolution pass running its full five-phase arc — detection, budget, learner, meta, report.
evolution.idle
▸ RECEIPTS
RECEIPTS.
5
PHASES
detector → meta
hard cap
BUDGET
seconds + tokens
checkpoint
RESUME
interruptible
48
EVOLUTION TESTS
loop + meta