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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.

human

Q5
Relation What the model answers Margin Change it
P31- graph: Hugh the Great Homo sapiens 0.3294
P1343 graph: The Catholic Encyclopedia Homo sapiens 0.3294
P460 graph: Homo sapiens Homo sapiens 0.3294
P138- graph: Humans Jones 0.0120
P360- graph: Kenneth Slessor Prize for Poetry Jones 0.0120
P689- graph: meningitis Homo sapiens 0.3294
P527- graph: people Pan 0.0597
P279- graph: Guantanamo Bay detainees Pan 0.0597
P527 graph: human body Pan 0.0597
P1269- graph: human behavior Pan 0.0597
P460- graph: Homo sapiens Homo sapiens 0.3294
P1552 graph: family name Homo sapiens 0.3294

"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.