Cyphra
FIG. 02It learns how you work · extendedLRN · 002/A

Every day it understands more.

A persistent agent doesn't just remember — it accumulates an understanding of how you work, and shows its work while it does.

From observation to anticipation

01

Observe

Day one, it asks. Without your history, Cyphra keeps it simple — it learns what you hand it and holds the rest until context earns an opinion.

02

Pattern

After weeks, it notices. When you focus best, which tasks you avoid, who you reference before every deadline — patterns accumulate from what you actually do, not a questionnaire.

03

Always shown

Anticipate

Over time, it acts ahead of the ask — and always shows what it learned. Every inference is attributable to something you said or did, and a correction overwrites the record.

What it watches for

Rhythms & focus windows

When your attention is actually worth spending.

Recurring tasks

The work that returns on its own schedule.

People & commitments

Who you owe, who waits on you, what you promised.

Preferences & style

How you like things written, arranged, delivered.

Deadlines & signals

Which events reliably mean something is due.

Corrections & feedback

Every 'no, like this' becomes the new baseline.

Learning, governed

Bounded and inspectable

Learning is bounded and inspectable. Every retained observation is attributable to something you said or did — nothing is inferred into permanent traits about people. Corrections overwrite; nothing hides in the record.

Authority stays with you

What it learns informs what it proposes — it does not authorize what it does. Sensitive actions stay behind human approval gates, and your memory bank remains exportable and deletable on request.

The compounding curve

ASKSit answers when askedPREDICTSit notices firstACTSit moves before the ask

Illustrative — not measured data