Answer first
A personal knowledge model garden is a local-first ecology of small specialists that help a person remember, research, draft, compare, and improve their own work. The goal is not replacement. The goal is stronger thinking, better recall, faster drafts, and more durable human output.
Roles
| Role | Useful descendant |
|---|---|
| Note classifier | Sorts notes by project, topic, and maturity. |
| Citation helper | Finds source-backed claims and missing evidence. |
| Draft refiner | Improves structure and clarity without erasing voice. |
| Task bead generator | Splits large work into reusable implementation beads. |
| Local summarizer | Handles private material on controlled hardware. |
Breeding loop
The garden starts with one general assistant and breeds specialists from repeated use. If the person repeatedly asks for source synthesis, a citation specialist becomes worthwhile. If coding notes dominate, a code-review specialist gets a niche. If a specialist stops helping, it is retired from active routing but remains archived.
PROCEDURE grow_personal_model_garden(activity_log)
niches <- DETECT_REPEATED_WORKLOADS(activity_log)
FOR niche IN niches
candidate <- TRAIN_OR_CONFIGURE_SPECIALIST(niche)
evidence <- EVALUATE_WITH_PERSONAL_BENEFIT(candidate)
IF evidence.improves_recall_or_output_quality THEN
PROMOTE_TO_GARDEN(candidate)
ELSE
NO_OP_WITH_NOTE(candidate)
END IF
END FOR
END PROCEDUREPositive result
The person gains a small portfolio of assistants that reflect real work patterns. The system earns continuity by making the person more capable, more organized, and more generative.
Source reports used for this guide
These reports are preserved verbatim in the site archive. The guide above is an editorial synthesis and may narrow, qualify, or reorganize claims from the source material.