250 yrs of revisions
Reading the archive — Embed VL → LanceDB → Rerank VL → Super VL…
Not in the lens's index yet — five of the hundred scanned pages are live exhibits:
TimeLens

Pull history
into focus.— the lens, applied to basalt.

Prefix any Wikipedia URL with timelens.to/ — the topic resolves across 250 years of encyclopedias, from contested claim to settled fact.

Basalt.the rock geology fought a war over
1810
Britannica, Fourth Edition
Disputed — on the record
1810
drag the lens through 250 years — ← → to step between editions

The same lens, turned elsewhere.

— every claim pinned to a real source region; tap a row to pull it under the lens.

Heat: fluid, then motion.

— the experiment that killed the caloric theory; drag the seam.

AI engraving of the 1798 Munich cannon-boring workshopAI illustration of vibrating copper atoms radiating heat at the boring interface
1798 · caloric — a fluidtoday · kinetic — motion

Both images are FLUX illustrations generated for this exhibit — the engraving is not an archival print. In 1798 Benjamin Thompson — Count Rumford — bored cannon at the Munich arsenal and watched the heat come without limit: what a body can furnish inexhaustibly, he argued, cannot be a substance — “except it be MOTION.” Paper: “An Inquiry Concerning the Source of the Heat which is Excited by Friction,” Philosophical Transactions. Expandable-timeline concept follows Suh et al., “KnowledgeTrail,” arXiv:2510.12113.

Caught in the act.

— we pointed Nemotron at Nemotron. Real run traces, nothing edited.

anachronism

The nearest famous name

In the historical CLOUD entry the scan names S. Beccaria. The OCR garbled it to “S. Bec-certa” — and the agent wrote S. Becquerel, a physicist who would not be born until 1852, into its answer and into an edited quotation. The machine did what the encyclopedists did: filled damaged evidence with the nearest plausible story.

scanS. Beccaria
ocr“S. Bec-certa”
agentS. Becquerel (b. 1852)
scan-false

Faithful to the text, wrong about the page

Asked what substance restored chocolate's electrical effect, the agent answered alcohol — faithfully quoting the stored transcription, while openly admitting it had never seen the scan. The scan says olive-oil. A quote can be accurate to the OCR and false to the source.

scan“a small quantity of olive-oil”
ocr“a small quantity of alcohol”
agentalcohol — disclosed, wrong
false verification

A guess promoted to “verified”

Faced with “an influential metal difarified with with a elettronter,” the agent declared the answer “Verified original wording” — though it never saw the image. The scan reads “an insulated metal dish furnished with an electrometer.” The warning not to fabricate verified readings was in the prompt. It did not hold.

scan“an insulated metal dish…”
ocr“an influential metal difarified…”
agent“influential metal diffused…” — called verified

Documented, reproduced, and reported — so the models improve.