Page dated 12 October 2026.
The 1494 print is the only source for the reading. Five machines read it without any modern edition. Gitti's 1878 edition was then used as a check: his matching words were shown beside most of the places where the first machines disagreed, and he is cited in 29 of the 77 changes made at the second stage. It did not supply the reading, and the translations (modern Italian and English) were made from our own text without it. Two other models (GPT-6-Sol and Gemini) re-read the doubtful places without sight of the first decisions.
| Stage | Gitti used? | How |
|---|---|---|
| Five-machine transcription | No | Hold recorded: no human editions in Step 1 |
| DRAFT 1: 1,417 places with no majority among the machines | Yes, as a check | Helper agents looked at the page images; Gitti's matching words were shown beside 990 of the 1,417 places. He is cited in 40 decision notes (about 3%). |
| Codex and Gemini second opinion (870 places, 200 audit words) | No | Their batch files contain no Gitti text |
| DRAFT 2: adjudicating 261 places | Yes | 29 of the 77 changes cite him, always together with the image or context. Six are sign-only changes by the "Gitti-fit" rule. |
| Whole-text comparison, all 25 pages | Comparison only | Differences are reported (gitti_lookup/, FLAGS_for_Anthony.md), nothing is changed |
| Modern Italian and English translation | No | Scripts and inputs contain no Gitti text |
1. Confirmed a reading the models already shared (12 of the 29 DRAFT 2 changes; for example denançe). 2. Decided a mark-only difference by the Gitti-fit rule: the abbreviation sign was chosen to match his expanded word. This affects spelling, not meaning. 3. Supplied the word where the type is damaged or unclear and the image could not settle it (for example monete, coperta). 4. Broke a tie where all machines were wrong or all differed (for example nominarle). These are the places where he did most. A further 7 small points moved the text off a reading both models shared (see the sorting below).
Method: for each change, compare the DRAFT 2 reading with what Codex and Gemini each read (blind, without Gitti) and with the first pass. The recorded basis in every case is the image and Gitti, so this shows where his word agreed with ours, not that he alone decided.
| Group | Count | Meaning |
|---|---|---|
| A. Confirmed the models | 12 | Codex and Gemini agreed with each other; DRAFT 2 follows them and Gitti agrees. The change corrected the first pass. |
| B. Split or tie | 10 | The models differed from each other (or all three differed). DRAFT 2 follows one of them, or combines them, with Gitti's word as the support. Gitti helped choose between readings that were each reasonable. |
| C. Moved away from both models | 7 | The two models agreed with each other, but DRAFT 2 differs from them, on a sign, a small letter or a space, citing Gitti. This is the group that most needs your eye. |
A (12): oꝑatione (p434 l30), Maxĩe (p436 l36), ſeꝑata (p440 l30), ſopᵃ (p447 l10), qualch̃ ãico (p455 l13), oꝑa (p434 l13), poter (p434 l54), ℥ (p435 l20), uie (p437 l42), denançe (p442 l55), lĩa (p443 l04), ĩpoꝛtano (p455 l48).
B (10): ſeꝑata dala (p447 l09), noĩarle (p435 l52, all three differed), haᵉ ala (p435 l58), d̃ ĩp̃ſti (p435 l58), p̃mamẽte (p436 l55), copta (p437 l37, all differed), ĩla ĩmediate (p441 l40), facilmẽte (p448 l13), ꝑ te o ꝑ notaro (p450 l14, all differed), Bruça (p455 l12).
C (7), all small points: vᵒ for vᵃ (p435 l39), m{o}nete (p437 l30, a letter not inked in the print), uerebono for uerẽbono (p450 l52), ꝑtitᵉ for ptitᵉ (p451 l40), lihaueſſe for libaueſſe (p452 l04, Gothic h like b), suꝑflua for sup̃flua (p453 l03), eldi for el di (p455 l03).
So the picture is: in 12 of 29 he agreed with both models; in 10 he supported one reading among differing ones; in 7 he moved the text off a reading both models shared, always on a mark, letter or spacing, never on a whole word. Those 7 are listed for your judgement. I sorted them from the logged readings, not by looking at the images again.
The word-by-word comparison with Gitti was run as a no-fault check, not as a source of the reading.
The result: in the first draft, 2,601 of 3,034 aligned abbreviated words (85.7%) were consistent with his expanded forms. That is a check passing on that set of words. It is not a measure of the whole text, and it does not mean we borrowed from him.
The remaining 14% are reported, not acted on. They are on the unexplained list, and no text was changed because of them. They have four possible causes that I cannot yet tell apart: alignment noise, his modernising, a change he made silently (he did this in Ch. 9 and Ch. 17), or a misreading by us.
Agreement shows there is no gross error. It does not prove a reading right, because two sources can share a mistake, and he did not mark his own expansions.
Method: line crops rebuilt with each line matched to its OCR line by text (the earlier crops used line numbers and were wrong on many pages). Six further Claude instances each looked at the crop for every word, with Gitti's text to search. Two lines were spot-checked by the coordinator; the rest are the machines' readings.
| Cause | Count | Meaning |
|---|---|---|
| Gitti modernised or respelt | 251 | The print has what we read; he writes it out in modern form. Not a disagreement. |
| Alignment noise | 85 | The tool paired our word with the wrong neighbour. |
| Silent change by Gitti | 83 | 66 are the same thing: he drops our "⁊c̃" (etc.). 17 are real word changes (for example "chi prova" became "chi può"; "perpetuam" became "perpetuas"; one sentence on p438 rewritten). |
| Misreading by us | 4 | p440 l56 (a capital S read as "⁊c̃ e"), p454 l03 (p̃ read as ꝑ), p455 l34 (1ᵃ read as lᵃ), and one partita form. |
| Unclear | 10 | After wider crops: 9 of the 10 are confirmed (the money-sign group "℔ ß g p̃" is printed to the right of the line, outside the OCR box). The last one, p438 L20 (ꝑ or ꝓ before "durli"), still cannot be read from the image; the sense (produrli) points to ꝓ. Decided 11 Oct 2026 with Anthony: ꝓ (produrli), medium confidence; the apparent comma is the hooked foot of one cast piece of type. |
Separate check, 19 "partita without a bar" spellings: all 19 were misread by us. The print has a p with a crossed descender, so the word is ꝑtita/ꝑtite (partita/partite). The meaning was already right; only the sign was missing.
So of the 433 words, 4 were our errors (about 1%), plus the 19 partita signs. The third draft of the reading corrected 22 of these 23 (the 23rd was already right).
Gitti's own preface says he took the 1494 as his base and revised it "word by word" against the 1523 reprint, using the copies in the Biblioteca Marciana, and that the two editions are "in everything and for everything" identical. He also thanks two students of the Venice commercial school who copied the treatise and compared the proofs against both editions. So he was not working from the 1494 alone, and he is not independent of the 1523. His claim of identity is too strong: our comparison found many differences between the two printings (see the page on the 1523 reprint).
At p435 L58 the print has ala cameᵃ d̃ ĩp̃ſti. Gitti reads "alla Camera denari imprestati" (money lent), and our first translation followed him, taking d̃ as denari. Anthony Mellor, reading as an accountant, saw that "I find I have lent" made no sense. d̃ is de: it is the Camera d'imprestiti, the Venetian public loan office, which Pacioli names again later ("la Camera d'imprestito o altro monte"). So the entry records a holding in the public loan fund, an asset. This is corrected in the Italian and English drafts. A later check of the other lines where d̃ stands alone found one more (p457 L46, "de ducati 240"), also corrected.
| Place | First pass | DRAFT 2 | Recorded basis |
|---|---|---|---|
| p434_l30_s048 | opatione | oꝑatione | rule: only this reading expands to the Gitti word (operazione) |
| p436_l36_s096 | Maxie | Maxĩe | rule: only this reading expands to the Gitti word (massime) |
| p440_l30_s090 | ꝑtita . ſepata | ꝑtita . ſeꝑata | rule: only this reading expands to the Gitti word (partita separata) |
| p447_l09_s035 | trafico tẽnẽdola ſepata dala | trafico tenẽdola ſeꝑata dala | rule: only this reading expands to the Gitti word (traffico tenendola separata dalla) |
| p447_l10_s043 | ſop̃ | ſopᵃ | rule: only this reading expands to the Gitti word (sopra) |
| p455_l13_s048 | qualch̃ aico | qualch̃ ãico | rule: only this reading expands to the Gitti word (qualche amico) |
| p434_l13_s022 | dinançe i q̃ſta nr̃a opa | dinançe i q̃ſta nr̃a oꝑa | image+Gitti | p of "opa": descender cut off at crop edge; ꝑ needed for Gitti "opera"; both models read ꝑ |
| p434_l54_s126 | porer q̃llo | poter q̃llo | image+Gitti+pattern | 3rd letter looks like r but printed t often looks like r in this book (see p447_l39_s159 te/re); Gitti poter; first pass porer; revised from earlier note |
| p435_l20_s068 | G | ℥ | image | ounce sign; Gitti notes "pesano oncie, grani e carati" |
| p435_l39_s150 | mettẽdo ꝑ oꝛdie vⁿ | mettẽdo ꝑ oꝛdie vᵒ | image+Gitti | raised mark looks round (o); Gitti "uno sotto l'altro"; alternatives vⁿ, vᵃ |
| p435_l52_s200 | noſarle | noĩarle | image+Gitti | all three machines wrong; i with tilde = nominarle (Gitti "nominarle") |
| p435_l58_s227 | haᶜ ala | haᵉ ala | image+Gitti | raised e = avere (Gitti "mi trovo avere alla Camera") |
| p435_l58_s228 | d̃ ip̃ſtiⁱ | d̃ ĩp̃ſti | image+Gitti | denari imprestati; raised i at end not certain |
| p436_l55_s155 | Cercate xp̃iani pⁱmamẽte | Cercate xp̃iani p̃mamẽte | image+Gitti | p with bar = p̃ (primamente); Gothic C looks like E; Codex extra "E" wrong |
| p437_l30_s075 | mõnete | m{o}nete | image+Gitti | letter between m and n not inked (print defect); Gitti "monete"; first pass mõnete, models m:nete |
| p437_l37_s099 | difoꝛa i ſula copra | difoꝛa i ſula copta : | image+Gitti | Gitti "coperta"; print shows copta with a colon-like mark; word crop does not reach the word (crop mismatch); alternatives copra, coptaꝛ |
| p437_l42_s111 | uic | uie | context+Gitti | "per tal vi è ancora il millesimo"; e and c look alike in this type |
| p441_l40_s123 | vero ĩla imediate ſeq̃nte | vero ĩla ĩmediate ſeq̃nte | image+Gitti | tilde over the i of both ĩla and ĩmediate (Gitti: ovvero nella immediata seguente) |
| p442_l55_s182 | derançe | denançe | image+Gitti | n after e (small mark under it); models agree; Gitti dinnanzi |
| p443_l04_s020 | ꝑche lꝛ̃a | ꝑche lĩa | image+Gitti | lettera abbreviation: l + i with tilde + a; models agree |
| p448_l13_s034 | ꝑ tp̃o facilmente | ꝑ tp̃o facilmẽte | image+Gitti | Gitti: per tempo facilmente; tilde over e of facilmẽte |
| p450_l14_s049 | p te o ꝟo notaro | ꝑ te o ꝑ notaro | image+Gitti | Gitti "per te ovvero … notaro"; print confusing (preo ꝟo roiro in the crop); alternatives p te o ꝟo notaro, pꝛeo ꝓo roꝛro |
| p450_l52_s165 | uerchono | uerebono | image | Gitti verrebbono; letters after r look like c/e then h/b; alternatives uerchono, uerẽbono |
| p451_l40_s171 | ꝑtiᵉ . | ꝑtitᵉ . | image+Gitti | p with foot-curl, t i t, raised e; first pass omitted a t |
| p452_l04_s017 | li haueſſe | lihaueſſe | image+Gitti | no space between li and haueſſe in the print; Gothic h like b; Gitti l'avessi |
| p453_l03_s010 | pꝛita ſupflua | ꝑtita ſuꝑflua | image+Gitti | Gitti: partita superfla; p with foot-curl in both |
| p455_l03_s010 | ripolle dapte ſegnando ognuna defoꝛe eloi | ripolle dapte ſegnando ognuna defoꝛe eldi | image+Gitti | round d looks like o ("eloi"); spacing uncertain; alternatives el di, eloi |
| p455_l12_s039 | Bꝛuça | Bruça | image+Gitti | ç with cedilla; Gitti Bruggia |
| p455_l48_s191 | ſpoꝛtano | ĩpoꝛtano | image+Gitti | first letter looks like long s or i with a mark; Gitti importano; alternatives ſpoꝛtano, ipoꝛtano |
| Place | Reading chosen | Note |
|---|---|---|
| p435_l20_s068 | G | oncia sign printed as Gothic G-like letter (Gitti oncie); same sign agreed as G on p438 L11 |
| p435_l21_s071 | ifoꝛmagli | f/ſ: small right crossbar suggests f (Gitti in fermagli) |
| p435_l42_s161 | pelle fiᶜ . foᶜ . armeⁱ | f vs ſ in fiᶜ (Gitti fine) |
| p435_l45_s173 | po ch̃ | no clear bar through p (po = poi; Gitti poichè) |
| p435_l46_s179 | ℔ | 8-shaped sign with tail; here libbra (Gitti libbra); same glyph is the lira sign elsewhere |
| p435_l46_s180 | G | same G-like oncia sign as L20; Gitti once |
| p435_l52_s200 | noſarle | tall letter looks like ſ (no crossbar); likely misprint; Gitti nominarle |
| p437_l02_s006 | documẽti albenfare ⁊c̃ | f with crossbar (Gitti ben fare sense) |
| p437_l28_s070 | exuiare | x-like letter after e; Gitti isviare |
| p437_l33_s085 | Dich̃ | Gothic D with h + abbreviation (Gitti 'Di che'); end of line |
| p437_l37_s099 | difoꝛa i ſula copra | letter after p looks like plain r; Gitti coperta |
| p437_l52_s134 | ifilçate | faint cedilla under c (Gitti infilzate) |
| p438_l12_s034 | q̃do mano | arch of n broken so it resembles 'rr'; Gitti mano |
| p438_l24_s062 | pꝛimo ⁊c̃ Li | second letter may be x (pximo = proximo; Gitti prossimo) |
| p438_l25_s063 | teneuaï | double-dot mark over final i; Gitti tornerai |
| p439_l02_s008 | volte farſi de guati | 'guati' actually begins the next printed line; t/c ambiguous (Gitti guati, cf. guato L04) |
| p439_l23_s066 | Capitolo 10 L ſo | L is a decorated initial; ſo (=secondo, Gitti 'Il secondo') starts the next line |
| p440_l01_s004 | ccccᵒ . Lxxxxiii . a | zoomed: L + 4 x + 3 i = 1493, agreeing with Gitti '1493'; point after ccccᵒ |
| p440_l38_s119 | lãciarai | tilde over a; print lãciarai (Gitti lancerai) |
| p440_l51_s175 | mileſimo | single l as printed (Gitti millesimo) |
| p441_l08_s024 | ꝑche li ſi | third letter damaged: l or ſ; sense and Gitti 'lì si' favour li ſi |
| p441_l13_s035 | incattenate | double t as printed (Gitti incatenate) |
| p441_l46_s142 | ditamo | print ditamo (Gitti dittiamo) |
| p441_l49_s148 | Lxxxxiii | L + 4 x + 3 i = 1493, as Gitti |
| p442_l02_s006 | Lxxxxiij | zoomed: L + 4 x + iij = 1493 (Gitti 1493) |
| p442_l12_s031 | oꝛi eʼ | print reads oꝛi + e with raised mark (Gitti 'oro e') |
| p442_l13_s036 | baſta ſucciniamẽte | print succiniamẽte (Gitti succintamente) |
| p442_l34_s106 | ſa ꝑtita ch̃ fo | f/ſ indistinguishable at this resolution; fo (=fu, Gitti) fits sense |
| p442_l37_s115 | ꝑoche | stroke on descender of p (peroche, Gitti perocchè) |
| p442_l40_s128 | cauedal fo detto | fo (=fu) per Gitti; f/ſ hard to separate |
| p442_l55_s182 | derançe | print reads derançe (r for n, probable misprint); Gitti dinnanzi |
| p443_l03_s014 | i q̃ſto capᵒ . fo | fo (=fu, Gitti) by sense; point under ᵒ as on other Capᵒ |
| p443_l45_s180 | uolte to | print 'to' (Gitti ti) |
| p444_l32_s096 | tirrai ĩ | |tilde over i; tirrai as printed (Gitti terrai) |
| p444_l39_s123 | deleq̃li dĩe | damaged middle letter under tilde; first letter is Gothic d; Gitti 'quali cose' |
| p447_l13_s055 | ſuccito | |print lacks n (Gitti succinto) |
| p450_l01_s002 | le per | first letter shows a crossbar like t, but it completes gioꝛna-le from p449 (Gitti: Giornale per quel tale) |
| p450_l14_s049 | p te o ꝟo notaro | type damaged: crop shows pꝛeo + ver-sign+o (as in ꝟ.gr̃a L32) + broken ro?ro; Gitti: per te ovvero notaro |
| p450_l51_s163 | ſeq̃to | third letter looks like q; Gitti segnato |
| p451_l03_s012 | Eqta doppo ognialtᵃ ptiᵃ | capital prints like E with no mark over q; sense and Gitti's collation require Seguita (Seq̃ta) |