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T·M TOMFORMER live research instrument Patent pending

Change a fact. Ask again.

Edits are written to your session's copy-on-write overlay, keyed to the single cell (entity, relation). The shared base is read-only at the filesystem level, your edits are invisible to every other visitor, and they expire on a timer. Nothing here is permanent, which is why you can do it at all.

village

Q532
Relation What the model answers Margin Change it
P31- graph: Tyburn rural area 0.3755
P460- graph: hamlet Clutha River / Mata-Au 0.0048
P279- graph: village of Turkey rural area 0.3755
P180- graph: Mademoiselle Caroline Rivière Clutha River / Mata-Au 0.0048
P527- graph: rural area rural area 0.3755
P361 graph: rural area rural area 0.3755
P1343 graph: Armenian Soviet Encyclopedia rural area 0.3755
P360- graph: village in Alberta human settlement 0.0000
P279 graph: human settlement human settlement 0.0000
P460 graph: kelurahan Clutha River / Mata-Au 0.0048

"What the model answers" is the model answering, measured cell by cell. It is not copied from the graph. An edit is keyed to (entity, relation): changing one relation leaves every other relation on this entity untouched.

Adding a document is P3

Editing changes one cell. Reading a whole document into its knowledge goes through the gate, which decides per fact whether to write, skip, flag a contradiction, or drop the write; see Grow (P3).

CHANGE · EDIT

Shows: a fact changed in one session, taking effect on the next question with no retraining, and what each architecture can and cannot do about it. Does not show: a permanent change. Edits live in your session overlay only, expire on a timer, and never touch the shared base.