Knownest is an AI librarian for your personal wiki. It files what you read, links it to what you already know, and tells you when your understanding has gone stale — so your notes don't rot.
Training a model on its own synthetic output erodes the tails of the distribution across successive generations.
The long-run effect is still debated. It compounds across generations and is hard to reverse.
Notion, Obsidian, Roam — you set them up with real intent. A few months later it's a graveyard of saved-but-never-revisited pages you don't trust enough to rely on.
Saved in a burst of intent. Filed under “read later,” which both of you know means never.
Last opened · 8 moA real insight, stranded on its own page. Nothing points to it, so you never find it again.
Backlinks · 0Two pages now say opposite things. You don't remember which one you still believe.
Conflict · unresolvedThe pages didn't fail. The upkeep did — and upkeep was always the part you were never going to keep doing by hand.
A decade of tools bet on faster capture. RAG bet on better search. Both skipped the work that actually keeps a knowledge base alive.
You already saved everything. The graveyard is proof you can capture. Saving was easy; it's the saved pile that rots.
Ask a stale, contradictory base a question and you get a confident, stale, contradictory answer. Retrieval doesn't reconcile anything.
Reconciling each new source against everything you already know, and pruning what's gone stale. Nobody sustains it by hand — and it's exactly what an LLM now does well.
Four things it does on its own — and one promise that makes letting it run feel safe.
Add a source and the agent reads it, files it on the right pages, rewrites those pages to absorb the new claim, and lays cross-references to what you already know — in one pass.
It continuously surfaces contradictions, stale claims, orphaned pages and missing links — with citations — without being asked. The half of the job you never do.
Each edit is diffed, attributable and undoable. The substrate is a full-history record, not a mutable blob — so nothing it writes is ever a one-way door.
What you get is a living, interlinked wiki that thickens with every interaction — not a stream of answers that vanish the moment you close the tab.
Yes — an AI writes to your knowledge base on its own. That only works because every change it makes is visible, attributable, and reversible.
Every write is a record you can inspect, not a silent mutation you have to hope was right.
See exactly what changed, line by line, before and after.
Every claim traces to the source that justified it.
One click reverts any edit. No change is ever permanent or hidden.
Every pass deepens a structure tuned to your sources and how you think. What you learn finally adds up — and walking away would mean abandoning months of integration no export can rebuild.
Start a base that compounds →↑ Reconciled links & trusted pages per topic
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