Simpler Legal

A local-first redaction engine for legal documents, and the measurement record behind it. Drop in an agreement, a judgment, a matter file — get back a copy with the identities replaced by placeholders, plus a reviewable table of every span the engine touched and why. The blanked copy is what you paste into a frontier model; the original and the key never leave the machine.

Free for anyone to use. Apache-2.0: a lawyer, a law firm, an in-house team or anyone else may use it, change it and pass it on, commercially or not, at no cost (LICENSE). It is made by Simpler Terminal Value Systems Pte Ltd in Singapore. Questions and support go to support@simpler.asia; a security problem goes privately through GitHub (SECURITY.md).

Who it is for: the lawyer or in-house team that wants to put real paper in front of a cloud model without handing over the people in it, and the reviewer who has to be able to check that decision afterwards. The engine runs locally against a stock, hash-pinned Gemma E2B. Nothing in this tree downloads the model: you fetch it yourself (step 1 below) and the app finds it on disk by its hash. What does touch the network is explicit: the corpus, benchmark and audit builders re-fetching public source documents from their archives. Redaction itself talks to 127.0.0.1 and nothing else: the app removes proxy settings from every process it starts, and an engine service started by hand refuses to run when Node is told to send its calls through a proxy (see "Running the app").

Get it. The Windows installer is on GitHub Releases. It is not code-signed, so SmartScreen warns before it runs. The model is a separate 3.35 GB download that you fetch yourself: step 1 of Running the app.

The engine is frozen. FREEZE.md is the version of record — the exact per-genre configuration, the claims with their receipts, the honest status of the genre that has not converged, and the named open shelf. The frozen argv has not changed since. One opt-in doctrine was added after the freeze, --profile firm (2026-09-15): the app runs it only when Settings → Redaction → These documents is set to "Our own matter files", never by default, and the frozen profiles' output was measured byte-identical before and after that edit (FREEZE.md, "Profiles added AFTER the freeze"; app/frontend/src/lib/profile.ts).

simpler.legal — the legal vertical of the simpler family.

The claim, scoped exactly

46 unseen EDGAR-shaped business documents across four consecutive fresh draws — rounds 5, 6, 7 and the post-freeze pure-OOS probe — with zero DIRECT identity leaks. The draw before them, round 4 — the first under the current gold and scorer — leaked 3 DIRECT spans in 1 of its 15 documents and is published as drawn. (Rounds 1–2 ran earlier under an older gold and scorer and are not comparable; ROUND5.md shows them.) Three of the 46 carry no DIRECT gold span at all, so 43 of them had an identity to leak and did not. Rounds 5–7 each ran the engine as it stood at that round; of the 46, only the pure-OOS probe, one document, ran the frozen configuration (FREEZE.md, Corrections C1). The frozen configuration has since met 20 scorable public filings in a law firm's own shapes, checked against hand-listed identifiers rather than sealed gold. No person on the hand list (individual parties and counsel included), no email and no phone was left readable. 27 of its 296 identifiers were, in 14 of the 20: party companies' names among them (in a caption, a Re: line, a settlement), a law firm's name, other organisation and business names, docket and case numbers, an address fragment and money amounts (table below; OPS_LEDGER.md 2026-09-14, finding 2, and 2026-09-15). Judges and other public officials were not counted, and on papers routed as court judgments the engine releases, by design, a name it reads as a judge's (LN2) or as counsel's on a counsel line (…, for the plaintiff, LN3), and the name of a court or public body acting officially (LN1) (apply-ln.mjs, run with --ln 0,1,2,3 on that route). Before those, it ran on 26 .docx files from gov.uk in the app's first real-document trial (2026-09-13: 24 results, 2 refused); a survivor scan was run on the 24 and its result was not recorded, so that run carries no leak figure (OPS_LEDGER.md 2026-09-13, step 3; FREEZE.md C8).

The scope of that sentence, stated as BENCHMARK.md scopes it (container audit, 2026-07-25): every DIRECT / QUASI / NO_MASK number in this repository is measured on plain text. The benchmark's inputs are strings and the scored pipeline starts after a document has already become one. So the claim reads exactly: zero DIRECT identity leaks in the redacted text, measured on text inputs. On the same 46 documents 245 of 503 quasi-identifiers (amounts, dates, places, organisations) stayed readable (perDoc rows of the four boards). It says nothing about container channels — a .docx's comments, tracked deletions, headers/footers or docProps author fields, or a PDF's XMP, annotations and embedded files. No scorer here can catch those, because they never enter the artefact being scored.

What answers container channels depends on which export you take. The clipboard copy and the saved .txt rebuild rather than overlay: the payload is remask(text, entities) over the body text — a new string written as plain text, and the original container is read once at ingest and never re-emitted into them. The .docx export is a different mechanism. There is a zip writer in this tree — writeZip() in app/frontend/src/lib/extract/docxWrite.ts, reachable from a button on the Export screen — and it rewrites the original package rather than building a new one. It removes tracked deletions (insertions are accepted), comments, hidden text, images, embedded objects, macros, alt-text, external link targets, custom XML, the thumbnail, and every document property except the created and modified dates, the language, the revision count and five Word-internal flags. Since 2026-09-23 it also removes the list of reviewers and every reviewer's name and initials, embedded fonts, building blocks (Quick Parts, AutoText), the sensitivity-label record, which carries the firm's Microsoft 365 tenant ID, a chart's print header and footer, a macro project's signatures, hyperlink and picture relationships nothing uses, and every processing instruction but the XML declaration and Office's own <?mso-contentType?> marker, and it writes each part's XML declaration with only its version, encoding and standalone flag (docxWrite.ts, MSO_MARKER and DECL). It gives shapes neutral names; renames every bookmark the author made bm1, bm2 … (Word's own _Toc, _Ref, _Hlk and _GoBack keep theirs), caption labels and list names Label1, List1 … (Word's own keep theirs, and a number the file already uses is skipped), and chart sheet and range references Sheet1, Name1 …, without reading them first; renames a style, font, theme or colour name that carries something masked, a style's other names included ("Redacted style N"), with every reference to it; and masks list-numbering text, watermark text, a chart's trendline name and the text a number format prints, in place. An equation is masked as Word draws it: what it prints in line with its neighbours (a box, a bar, an accent, brackets) is read with them, and what it prints apart (a subscript, a fraction's parts, a limit) stays apart; a name that hidden text or a removed field splits is masked as the reviewed text reads it. It keeps headers (with any watermark), footers, footnotes, endnotes, chart and SmartArt text, and the engine reads that text in a request of its own after the body's (lib/side.ts). A name it finds there that the body also carries joins the review table. A name it finds only there is masked wherever the saved .docx carries it and is listed on the Review screen; the copied text and the .txt are the body alone. If the body was read and that text was not, or its read could not be used, the saved .docx is held with the reason (sideHeld). The file's safety then rests on a fail-closed re-walk of the package it just wrote: every part of it — its name (also read with its percent-escapes decoded), its element text, every attribute value, the names of its elements and attributes, and the namespaces it declares or lists, save the addresses and names Office's file formats define — is read for the names the mask places, and the text a reader sees, the attribute values Word shows and every value of a part the writer does not know are read by the safety-net pattern too; if anything still places, the bytes are dropped and the file is held with the reason. A name from your table or always-redact list is looked for with its words apart and also run together, in any case: where both its ends fall at a word break, and, from six letters and digits (RUN_FLOOR), inside a longer word in the file's code, save that in text a reader sees it is never read inside a plain word of letters (owner ruling 8, 2026-09-24; textHolds). There it is masked where a word breaks at both its ends (a space or a punctuation mark, letters meeting digits, a small letter meeting a capital), before an s or es ending when its last word has three letters or more and is written with its capital (the Tans), and, from six, inside a token that is not a word of prose: one with a digit, ., /, \, :, @, # or _ in it, or one an @ or a # starts (www.kestrelcorp.com, porter2024, @kestrelholdings, and since owner ruling 18 of 2026-09-24 #kestrelholdings, which is masked #[Company1]holdings; JOINER and HANDLE, docxWrite.ts; docx-parts law 68). The cost ruling 18 accepts: a plain word a # starts is read as a tag too, so #supporters reads #sup[Person1]s for a row Porter (probed 2026-09-24). A name written with the designator it ends in spelled out is masked whole with it (Hickson Corporation for a row Hickson Corp reads [Company1], not [Company1]oration; ruling 19a, LONG_FORM, law 69). So kestrelholdings for a row Kestrel and Margaret Tanand for a row Margaret Tan ship whole, from the .docx and from the .txt (probed 2026-09-24): a reader cannot tell kestrelholdings from Porterfield by any of its letters, and a mask read inside plain words told the model false things (Porter masked inside supporter). A row of six digits or more is found wherever its digits stand together, inside a longer number, an IBAN or a reference, and in text a reader sees across one mark that groups them: a space (one of Unicode's space separators) or a tab, a dot, the slash /, a hyphen or dash of any kind, a minus sign, a middle dot, the bullet • or ∙, -, or a closing bracket and a space (ruling 9, widened by ruling 19; DIGIT_SEP, laws 70 and 81). Grouped any other way it is not found, in the .txt or by the writer, which reads the same DIGIT_SEP, and both exports ship it under a verified plan and a gate of 0 leaks (probed 2026-09-24): among those a line break (a mail program's wrap, or a line break or a new paragraph in Word, 3192 above 6819), a comma, an underscore, a colon, a semicolon, an apostrophe, a plus sign, two spaces, a line separator, a mark with a space on one side only (3192- 6819, 3192. 6819), an en dash, an em dash or a slash with a space either side (3192 – 6819), a closing bracket with no space after it ((3192)6819), the fraction and division slashes (⁄, ∕) and other bullets (◦, ‣, ⁃). Word's own ids are read for it like every other value, so a row whose digits stand in one of Word's own values (100000, a theme's gradient stop) holds the file that carries it. A percent-escape, an escape escaped again (%2520), a %u escape, an HTML character reference ( ,  ) and the escapes in a link Proofpoint rewrote are read as the characters they write (ruling 10): a name written with them is masked in text a reader sees and holds the file in its code, and an escape that writes no character where a name could stand holds the file. Since ruling 19 a character reference is read by HTML's whole table of names with its semicolon (htmlEntities.ts), and by number, of up to seven decimal or six hex digits after any leading zeros, as HTML reads it, with its semicolon or without it (  is a space, read since 2026-09-25); &nbsp is read without its semicolon, no other name is (Ren&eacute Tan for a row René Tan ships, probed 2026-09-24), and neither is a name HTML does not define ( ). A ligature (ffi) and a letter in a circle or a square are read as the letters they write; a letter in brackets (⒜) is not (laws 71, 72, 80 and 82). A part nothing can read as text, and that the writer does not know to remove, holds the file by name, and an XML part the writer does not know is kept only when what it holds reads as code — between its tags, in its attributes and in the names in its markup — and no number in it is one the safety-net pattern masks in the body (readOutput, docxWrite.ts; app/frontend/test/docx-parts.mjs, laws 1–83, 399 checks passing on 2026-09-24, each fix with a control that fails without it). That is a re-check against the same mask, not an impossibility, and it has the mask's reach: a person the engine did not find, in the body or in the text outside it, and who is not on your always-redact list, is not masked, and the re-walk passes.

It also has holes. The ones this file listed on 2026-09-23 were closed that day (the writer's comments, docxWrite.ts; docx-parts laws 45–57), and each was reproduced on 2026-09-24 as masked, renamed, removed or holding the file: a name split across an equation's box, bar or accent; a Social Security number in a number format's currency section; a name in a <?mso-…?> instruction, or as the name of an element or attribute; a name run together in a header or a footer (HarrowLeung), or, from six letters and digits, run together lower-case first or all in lower case in an attribute, a style's name or a font's name (margaretTan, kestrelholdings); and, in an XML part the writer does not know, a name nobody declared run together or as a path between its tags (jonasWhitfield, clients/Whitfield_Crane), save on the hosts Office's own addresses use (below), and a number written without separators. More were closed on 2026-09-24 under owner rulings 9 to 12 (docx-parts laws 59–67), and each was probed that day as masked or holding the file: a name written with %20,   or   between its words in text a reader sees (masked in the .docx and in the .txt), or with an escape escaped again or a %u escape; an escape that writes no character where a name could stand (held); a number the safety-net pattern masks in an attribute or the text of an element an add-in wrote into a part Word writes (acme:tel="2125550147", <acme:tel>2125550147</acme:tel>), or in an attribute with no prefix on one of Word's own elements (<w:p tel="2125550147">), and a name as such an attribute's name (<w:p MargaretTan="1">), all held; a lower-case word after an address on a host Office's own addresses use, between the tags of a part the writer does not know (http://purl.org/matters/whitfield, http://schemas.microsoft.com/office/whitfield, held); a part whose XML declaration names another encoding (read when it names US-ASCII, an ISO-8859 or a windows-125x encoding and every byte of it is plain ASCII, held otherwise) or that is written in UTF-16 (held); a letter, a digit or an @ Word draws with w:sym from a font other than Symbol or a picture font, and a digit from Symbol (held); and a row of digits alone inside a longer number, an IBAN or a matter reference (masked in text, held in code). Later on 2026-09-24, under owner rulings 17 to 19, each held by a docx-parts law (64, 68–83) that runs the .docx writer and, for most, the .txt too, and those the .txt carries probed that day through the .txt and the copied text as well (exportPlan, engine.ts): a tag (#kestrelholdings, masked); a designator spelled out (Hickson Corporation, masked whole); a number grouped by an em dash, a minus sign, a tab or - (masked); a ligature, &nbsp without its semicolon,   and &#160 (masked); a link rewritten by Proofpoint's gateway that writes, where a name stands, a byte that is no character — v2 -E9 (…_Ren-E9-20Tan_…), v3 *E9 (…/Ren*E9*20Tan/…), for a row René Tan — which the .docx writer already held and which the .txt and the copied text carried under an export that reported itself verified, because engine.ts asked after such an escape only where a % was written: they are now held too (hasEscape, engine.ts; docx-parts law 64; protected-terms.mjs); wrapped by a mail program, the name in such a link still ships from the text exports and from the .docx at 7 of 97 places in a v2 link and 7 of 85 in a v3 one, inside the name's letters or just before or inside the escape after it (open, below); a Proofpoint link a mail program wrapped over a line, in LF or CRLF, with nothing written at the start of the next line, inside its address, its path or an escape, and a link on Proofpoint's urldefense.us host (masked; before, with an LF, the name in such a link shipped from 47 of 100 places a break can stand in a v2 link and 34 of 77 in a v3 one; 38 and 25 of those are now masked, and the 9 in each that fall inside the name's own letters still ship, open below; law 79); a space or a tab before a tracked deletion, which the text the review and the .txt are made from dropped, so Paid Margaret Tan + a deletion

• promptly read Tanpromptly and the .txt shipped the name while the .docx masked it (law 77); a symbol Word draws with w:sym inside a tracked deletion, or ending a text box's paragraph or a comment's, which the text read into the wrong flow or not at all (Margaret Taan; the .docx held on each, law 76); and, in a part Word writes, a number the safety-net pattern masks standing as the whole text of an element under one of Office's own prefixes (<w14:x>123456789</w14:x>), and a row of two to five digits that is the whole of a value an add-in wrote or of a value in a part the writer does not know (held; law 74). Open on 2026-09-24, each shipping an identifier under a gate of 0 leaks (probed that day):

• a name from your table or always-redact list run into a plain word of letters in text a reader sees (kestrelholdings for a row Kestrel, Margaret Tanand Harrow Leung for Margaret Tan, counsel foranna tan for Anna Tan), from the .docx and the .txt: owner ruling 8 chose this over masking inside ordinary words, and the Export screen says so;
• a line break inside the name's own letters in a link a mail program wrapped (Marg / aret-2520Tan), and a link with no https:// or www. split inside an escape: the break is read as written there, in a link as in prose (law 79), from the .docx and the .txt;
• a Proofpoint link wrapped in a quoted reply or onto an indented line (the next line starts >, > , >> , two spaces or a tab): no break is read across then, and the name in it shipped from the .docx under a gate of 0 leaks and from the .txt under a verified plan at 72 of 100 places in a v2 link and 70 of 77 in a v3 one with > (47 and 34 with a bare >), LF and CRLF (probed 2026-09-24); the fragment check flags the name at each of those places in the .txt (probed 2026-09-25; it does not read the .docx body);
• a Proofpoint link that writes a byte that is no character (-E9, *E9), wrapped just before that escape or inside the escape after it: neither held nor masked, at 3 places a link besides the 4 inside the name's letters, from the .txt and the copied text under a verified plan (LF and CRLF) and from the .docx under a gate of 0 leaks (a line break in Word) (the text exports probed 2026-09-24, the .docx at every place 2026-09-25);
• a number of digits alone grouped any other way than DIGIT_SEP reads (above: a line break, a comma, an underscore, a colon, two spaces, a spaced en or em dash, a fraction slash, a bullet other than • and ∙, among others), and a name written with an HTML reference HTML's table names only with its semicolon but written without it (Ren&eacute Tan) or not in HTML's table ( ), from the .docx and the .txt;
• a name letter-spaced in text a reader sees, as a letterhead taken out of a PDF can read (P R O J E C T L A N T E R N), from the .docx and the .txt; the Export screen says the check does not read it;
• a name with a hyphen inside one of its words (Hold-ings, as text copied from a PDF keeps a line's break) or written in letters each in brackets (⒜), from the .docx and the .txt (probed 2026-09-24); the Export screen says the check does not read either;
• a letter Word draws with w:sym from the Symbol font, inside a name (M + Symbol's Α + RGARET TAN, which Word draws as what reads MARGARET TAN): Symbol's letters are Greek, several of whose capitals look Latin, and the walker reads them as nothing (symText, docx.ts), so the text exports carry nothing where it stands, the writer's check does not find the name, and the .docx ships it as Word draws it (owner ruling 19 left it open this round; the Export screen now states it);
• in a part Word writes: a number the safety-net pattern masks, in an attribute under one of Office's own prefixes or with no prefix on an Office element other than Word's own (w:tel or w14:tel on a paragraph, tel on a v:shape), because that pattern does not read Office's own values, of which every file Word saves carries thousands that read as numbers to it (attrNet; owner ruling 19 left Office's own attributes out this round, and closed the same number standing as the whole text of such an element, above); a name from your table shorter than six letters inside a code word that starts with a small letter, in an add-in's attribute (lee, leefile, leeFile for a row Lee) or as a style's id or name or a font's name written all in lower case (leeheading, leesans), where the capitalised forms (LeeHeading, LeeSans) are renamed; and a name from your table as the name of an element in Word's own namespace (<w:MargaretTan/>), which Word never writes. The Export screen states each of these limits;
• in an XML part the writer does not know, a name nobody declared, as an attribute value written all in lower case or run together lower-case first (acme:client="whitfield", acme:client="jonasWhitfield"; written with a capital or a space, Whitfield or jonas whitfield, it holds the file), or as the name of an element in one of Office's namespaces (<w:JonasWhitfield/>). The Export screen states both.

The over-masks this file listed on 2026-09-23 are gone under ruling 8: a row Tan is no longer masked inside Tang, Ong Wei Ming inside Wong Wei Ming, or Porter inside reporter and supporter. Three kinds of false mask remain in text a reader sees, in every export, from word breaks and the ending the rule keeps. The largest: the plural, written with its capital, of a row that is also an ordinary word — The United States reads The United [Org1]s for a row State (511 times over the 99 opinions), The Laws of Singapore reads The [Person1]s of Singapore for a row Law, and Officers of the firm reads [Person1]s of the firm for a row Officer, each under an export that reports itself verified (probed 2026-09-24); a small-letter plural (laws, officers) is left as it is. A surname that is an ordinary word (Law, Price, Young) is the case to watch: inside a fixed phrase the tag can be read back to the name, and the model is told a party is named where none is. Then a row found at a break inside a longer name (McDonald reads Mc[Person1] for a row Donald); a run of capitals before a plural s is read as one word since ruling 19 (ISPs is no longer read as IS and Ps, and MRIs no longer masks a row M.R. inside it, which one opinion here did 14 times; law 73); and an ending written in capitals (IRAS, another agency, reads [Org1]S for a row IRA, 30 times in the 21 real .docx files). A # that starts a plain word makes a tag of it (#supporters, above). With TAB's 12,805 names of people and organisations as a table over this repository's 99 opinions, 5 finds inside a plain word of letters remain, one at a run of capitals and four at an ending written in capitals, down from 13 before ruling 19 and 2,237 before ruling 8 (textHolds; measured 2026-09-24 on the code before and after ruling 19, 36 finds gone and none added); the plurals are counted apart from those 5. All of these are listed, with their evidence, in REDACTION_AUDIT.md gap 2. The Export screen describes this writer and the text exports' checks in its own words; the receipt carries the writer's own notes on what it removed, renamed and kept, word for word (Export.tsx, docxScope). Read again on 2026-09-25, after round 7 landed, it names each limit this paragraph found it silent or wrong on the day before: a quoted or indented line under a wrapped link, a wrap just before or inside a -E9 or *E9 escape (where neither export is held), and a line break among the groupings it does not read; and a reference by number with leading zeros is now read. Its dash clause, "any character Unicode counts as a dash", reaches two characters further than the code: the superscript and subscript minus (⁻, ₋), which Unicode counts as dashes, are not read (open). What it says the fragment check reads (fragHow) names the plain @ and # of a handle or a tag and the words it skips as too common; it does not say the check also reads a piece before a plural s where the copy writes it with an upper-case first letter, so the check flags more than it says (below). The .txt and the .docx are not claimed to mask alike (owner ruling 13). They are made from different text by different code: the .txt and the copied text are the body alone, masked by the engine's plan (exportPlan, engine.ts), and the .docx is every part of the file, masked run by run by the writer and re-walked (docxWrite.ts). Each item above says which exports it was probed through, and until W7F-1 was fixed (law 77) the same body masked a name in the .docx that the .txt shipped. After the mask, the app also looks through the export for a piece of a name it masked or of a term on your always-redact list — a surname alone (Mr Tan replied. beside a row Margaret Tan), one part of a hyphenated or apostrophised name — and names each piece it finds on the Export screen, and counts them in the receipt; it flags and never holds (survivingFragments, engine.ts; owner ruling 21, 2026-09-24). It reads the copied text and the .txt and, once the .docx is written, that file's other text parts (a header, a footer, a note, a chart, SmartArt), not the .docx body and not its code; it reads a piece under four letters only where the row and the export both write it with a capital, and never inside a plain word of letters save before a plural s where the export writes the piece with its capital, as the mask reads an ending (the Kierkegaards flags Kierkegaard and two Tans flags Tan; Kierkegaardian is not flagged for a row Søren Kierkegaard, nor the tan leather or two tans for Margaret Tan; probed 2026-09-24). Inside an address, a path, a handle or a tag it reads a piece from four letters where the token has the plain @ or #, and from six where it has a fullwidth, small or look-alike sign (＃, ﹟, ♯, ＠, ﹫); behind ⌗ or ⋕ it reads none. So beside a row Anna Wong, #wongfamily flags wong and ﹟wongfamily is not flagged; beside a row Jane Porter, ﹟porterfamily flags porter and ⌗porterfamily is not flagged. The mask leaves all four: it does not mask one word of a two-word row alone, in a tag or in prose (probed 2026-09-25; RUN_FLOOR, docxWrite.ts; the second pass of survivingFragments looks only at a token with a digit or an ASCII sign). The Export screen says what it read, beside its result, and does not name the plural or the sign. How often it flags a piece that names no one, on a firm's own files, is not measured. The honest costs: the text exports are text, not a formatted document; the .docx export carries what is still open of gap 1 (a name outside the body the engine did not find, or where no engine read the body) and the open holes of gap 2. Either way the original file still sits on your disk carrying everything — which the Export screen states per document, naming the channels that document actually has. Open gaps are ranked in REDACTION_AUDIT.md.

The rest of the record, in one table

Every row traces to a committed board or directory, except the firm-paper row and the family-court row, which rest on committed write-ups only. The full narrative is in BENCHMARK.md and ROUND4.md–ROUND7.md.

What was measured	Result	Where it lives
EDGAR business paper, first contact with sealed gold, rounds 4→7	96.6 / 93% → 100 / 100% three rounds running	pii-bench/runs/ROUND{4..7}-edgar-firstcontact.json
Post-freeze pure-OOS probe — one exhibit filed 2026-01-21, drawn and run after the freeze by a fixed rule committed together with its result	100.0 / gate 100% (3 DIRECT spans, none readable), QUASI 47.1, NM 78.1 — the best NM of any EDGAR first-contact board, on one document	PUREOOS-firstcontact.json, pii-bench/pureoos-manifest.json — its protocol line still says "rule pre-registered" and "adversarially leak-hunted"; both are withdrawn (FREEZE.md C2)
The frozen configuration on a law firm's own shapes — 21 public court filings (briefs, complaints, settlements, a demand letter, engagement letters, declarations, letter motions, expert papers), 20 scorable, drawn after the freeze; one labeler's hand list of 296 identifiers, no sealed gold, not a walk-forward round	No person on the hand list (individual parties and counsel included), no email and no phone left readable. Identifiers left readable: 27 of 296 (45 of 1,444 occurrences), in 14 of 20 documents — party companies' names among them, a law firm's name, other organisation and business names, docket and case numbers, an address fragment, money amounts. Judges and other public officials were not counted, and the courts stages release by design a name read as a judge's or as counsel's on a counsel line, and a court's or public body's name. Reporter citations kept readable: 9 of 82	FREEZE.md "Profiles added AFTER the freeze"; OPS_LEDGER.md 2026-09-14 and 2026-09-15 (the documents themselves are not in the tree)
Analytical utility — on round-4 paper masked by the pre-freeze engine, do an analyst reading the original and one reading the masked copy give the same substance? The judge is told which answer is which; questions whose answer is an identity are excluded	0.968 (121/125 answers EQUIVALENT, 0 partial, 24/25 documents at 1.00)	pii-bench/utility-bench/
UK transfer probe — the courts pack as it stood before the round-6 and round-7 fixes, unchanged for the UK, on 10 UK judgments; not re-run under the frozen configuration	100.0 / gate 100%	UKPROBE-firstcontact.json
Singapore family-court pseudonym axis — cited party codes must survive	14/14 preserved and scored; recorded in the write-up only, because the Family Court gold is withheld (WITHHELD.md §3)	ROUND7.md
Courts, round 7 as drawn — not converged	97.7 / gate 84%; 8 leaked spans (335 of 343 masked) in 5 classes, every one diagnosed to mechanism the same session — the two release-side breaks fixed and re-run on the same documents, three classes on the open shelf, one a contested gold label	ROUND7.md, FREEZE.md shelf
The gold's own consistency — 240 QUASI and NO_MASK (mask-or-keep) calls from the development set's gold (120 courts, 120 business; DIRECT not sampled) re-judged blind by 8 agents	88.8% agree (213/240). 203 of the 240 are keep calls, so answering keep every time would agree on 84.6%. Measured before the gold revisions the round boards are scored under	pii-bench/gold-ceiling/ (node pii-bench/gold-ceiling/score-ceiling.mjs)
Case-similarity retrieval spike (a separate lane; see below)	mean p@5 0.620, top-case 6/10 against ~0.10 chance	out/eval.json after node pipeline.mjs eval

Two things that table deliberately does not say. It does not say the courts genre is solved — courts DIRECT is not converged, each fresh draw surfaces one or two novel classes, and FREEZE.md names every one of them. And it does not claim inference-proofing: the masked copy preserves dates, amounts, places and business facts on purpose, because that is what you want the cloud model to reason about, so a sufficiently distinctive profile can sometimes be re-identified from preserved context alone. The claim is that identities are withheld, not that inference is impossible.

Running the app

Two modes. The packaged app is built from the sanitised distributable tree that tools/make-download-tree.mjs assembles beside this repository (the app, the frozen engine's serving half, a llama.cpp server build and a Node runtime — nothing of the lab: no corpus, benchmark, gold or fetched judgments; its NOTICE is derived from its own contents by tools/derive-notice.mjs, which fails when a line names a missing file or a third-party file has no line). It installs per user and starts the frozen engine itself when it opens — node.exe, engine/ and llama/ sit beside the app, and the shell spawns the frozen launcher and serve-legal.mjs, each in its own kill-on-close Windows job object, so closing or crashing the app takes both down (app/src-tauri/src/engine.rs). Before any document text leaves the app it establishes who is listening, because a loopback port belongs to the machine, not to a user: the engine service on 1436 must answer a fresh challenge keyed to a token made at launch, on the same connection that then carries the document (service_auth.rs); the model port's holder is read from Windows' TCP table — the app's own launcher is used, a server under your own account only after the model file it reports matches the pin, another account's is refused (port_owner.rs). That decides which process may be sent text; each connection that carries text is then checked on its own. The frozen chain reaches the model only through a relay inside the app, which writes nothing on a connection until Windows names the checked process as the owner of its far end, and a run stops if that process changes or exits (relay.rs, model_watch.rs); the app's own model calls take the same check. The relay also reads whole, before passing it on, each answer to a call of the chain's allowed 300 tokens or more (its extraction and residue calls): one cut off at the model's token limit, or ended any other way than finished with text in it, stops the run, and so does any model call that gets no answer at all. The frozen result for that document is then refused and the app's own core reads it, which refuses the same answers (relay.rs header, owner ruling 15, 2026-09-24; FREEZE.md C14), because the frozen chain reads a cut-off list as the whole list. How often a live run trips on it is not measured. Since owner ruling 20 (2026-09-24) the relay decides whether a document's frozen result may be used only after that run's calls have settled: it waits up to one second (twice HANG_UP_GRACE) for a call still open, and a call open after that refuses the result, because the chain gives up on a call at 45 seconds and writes the document without it, and the verdict read at once had let that result through and stopped the next document instead. Each document's run reaches the relay on a port of its own, so one document's open call neither holds nor refuses another's (relay.rs, RunGuard::finish; engine.rs, strip_body; FREEZE.md C15). The app then says the frozen pipeline's result for that document was not used, never that the run stopped partway (engine.rs, incident_words). The model server the app starts is given a key made at each launch and its /slots page switched off, through its environment because the launcher's argv is frozen; only the relay and the app's own calls hold the key, so a web page open on the same computer can neither send the model text nor read what it was last sent. The app checks on the running server that a request without the key is refused and that /slots cannot be read without it, and says so in Settings if either check fails — while the key is in force a /slots probe cannot tell "switched off" from "behind the key"; the change that added them was not run against a live model server (engine.rs, spawn_launcher and model_notes). All of it is plain HTTP to 127.0.0.1, and a proxy setting cannot reroute it. The app's own calls use raw sockets, which have no proxy setting. Every process it starts has HTTP_PROXY, HTTPS_PROXY, ALL_PROXY and NODE_USE_ENV_PROXY removed and --use-env-proxy taken out of NODE_OPTIONS (engine.rs, scrub_proxy), because with either switch set the bundled Node sends even 127.0.0.1 through the proxy, and NO_PROXY=localhost does not stop it (measured 2026-09-23, Node v22.22.3). Evidence: cargo test in app/src-tauri (a_proxy_in_the_environment_carries_nothing_after_the_scrub) and app/frontend/test/service-lifecycle.mjs law 7. The installer for version 0.1.0 is offered at GitHub Releases. It is not code-signed, so Windows SmartScreen warns before it runs ("Windows protected your PC"; More info, then Run anyway). The 0.1.0 installer, simpler.legal_0.1.0_x64-setup.exe, is 39,909,063 bytes with SHA-256 7c79cd9014f4d640f1067e88aaba892977e1f5735546c2ba63013aa49fa8e606. The .sha256 file beside it on the release says the same, and certutil -hashfile simpler.legal_0.1.0_x64-setup.exe SHA256 prints the hash of your copy. A match shows that the file is the one published here. It does not show who made it, because the installer is not signed. To build it yourself, from a clone or from that tree, follow BUILDING.md. It has only ever been installed on the machine that built it — a clean Windows profile has not been tested. The model is not in the installer: the app locates a local copy by hash (step 1 below) and says so in Settings.

Settings → Redaction → Practice picks the second safety-net table that runs after the frozen Singapore one (Singapore only; US: SSN, EIN, phone; UK: National Insurance number, NHS number, mobile). The second table only adds masks to what the Singapore one leaves, and the export receipt names the tables that ran. Switching practice swaps the second table, so it can take away the previous one's masks: a document finished before the switch whose export that exposes loses its finish and is held until it is reviewed again (app/frontend/src/App.tsx onPracticeChange, lib/attest.ts).

The dev/browser mode is the part that can be independently checked, and runs from this repository. Requires Node ≥ 20, a llama.cpp build, and the model.

1. Get the model, and verify it by hash. gemma-4-E2B_q4_0-it.gguf — stock Google QAT weights, 3,349,514,112 bytes, sha256 3646b4c147cd235a44d91df1546d3b7d8e29b547dbe4e1f80856419aa455e6fd. Google publishes it on Hugging Face under Apache-2.0. Download it from this address, which names the file by its revision:

   https://huggingface.co/google/gemma-4-E2B-it-qat-q4_0-gguf/resolve/69536a21d70340464240401ba38223d805f6a709/gemma-4-E2B_q4_0-it.gguf

   Not from that repository's main branch: the file of the same name there is a later upload with a different sha256, which the app refuses (THIRD_PARTY_NOTICES.md has the record). Neither this repository nor the installer carries the file, and the app does not download it. Save it in %APPDATA%\Simpler AI\models or leave it in Downloads; both are searched. If it is already on the machine for another simpler vertical, the resolver will find it — see MODEL_DISCOVERY.md for the bounded search order (there is no full-disk crawl; that is a brand law here).

   node locate-model.mjs --verify     # sha256 the best candidate against the pinned catalog
   

2. Start the local model server — port 49400, with the frozen serving flags:

   tools\launch-server.cmd            # Windows
   tools/launch-server.sh             # POSIX
   

   After node tools\fetch-deps.mjs (BUILDING.md step 3) the server is llama-cuda\llama-server.exe, which is not on PATH, and the launcher runs llama-server from PATH unless SIMPLER_LLAMA_BIN names another (tools/launch-server.cmd:35). From the repository root, before the launcher: set "SIMPLER_LLAMA_BIN=%CD%\llama-cuda\llama-server.exe". The launcher does not choose a GPU. llama-cuda\llama-server.exe --list-devices lists the Vulkan devices; where Vulkan0 is an integrated GPU, first set GGML_VK_VISIBLE_DEVICES=<n> with the discrete one's number. On the machine the numbers here were measured on, Vulkan0 is an AMD Radeon 890M, and the launcher run without that variable exited 127 (OPS_LEDGER.md, the launch miss of 2026-09-13); the packaged app makes the same pick itself (engine.rs, vulkan_pick). Started this way the server has no key, and llama.cpp serves /slots by default, where any web page open on the computer can read the last text the model was given. Set LLAMA_ARG_ENDPOINT_SLOTS=0 in the shell before starting it (engine.rs, model_notes, which gives the same advice on screen when the packaged app finds /slots open).

3. Start the engine adapter — the frozen pipeline behind one localhost endpoint:

   node serve-legal.mjs --port 1436 --llama 49400
   

   It fails loud: if the model upstream is unhealthy it returns 503 before doing any work, and the app falls back to its in-webview core and says so on screen. The frozen configuration is never imitated without its model. It accepts a document only from a caller holding this launch's token, which it writes to %LOCALAPPDATA%\Simpler AI\run\legal-service-1436.token (~/.config/simpler-ai/run/ elsewhere) and removes when it exits normally (serve-legal.mjs header). If NODE_USE_ENV_PROXY, or --use-env-proxy in NODE_OPTIONS, is set together with a proxy, it refuses to start and names the setting: its model calls, each carrying part of a document, would go through the proxy. Unset it, or add 127.0.0.1 to NO_PROXY (serve-legal.mjs, proxyHazard; service-lifecycle.mjs law 7).

4. Start the app, handing it that token:

   $env:VITE_SIMPLER_LEGAL_TOKEN = (Get-Content "$env:LOCALAPPDATA\Simpler AI\run\legal-service-1436.token")   # PowerShell
   export VITE_SIMPLER_LEGAL_TOKEN="$(cat ~/.config/simpler-ai/run/legal-service-1436.token)"               # POSIX
   cd app/frontend && npm install && npm run dev     # http://127.0.0.1:1435
   

   Without the token the page sends the service nothing, the in-app core does the work, and the page says why. A page in a plain browser cannot ask Windows who holds the model port, so in this mode the model server is used unchecked, and Settings says so (lib/tauri.ts).

Inside: drop a document (.txt, .md, .docx, .pdf; an email file, or a file whose text carries an email's headers or encoded content such as base64, a quoted-printable body, two or more plain letters or digits written as percent-escapes in one run, a % and two hex digits for each (a lone %20 between plain words is not one), or two or more letters of a script other than Latin so escaped outside a link or a path, is held with the reason and the way through. A link a mail gateway rewrote (Safe Links, Proofpoint, Barracuda) is judged by the link it carries, on one line and printed across rows; Mimecast's carries only a code its own server resolves, and nothing in it decodes. Printed across rows (never on one line in these runs), some links are still held with nothing encoded in them, and that remainder is open. Each count is one random draw of links and moves between draws (lane I's harnesses, re-run on 2026-09-24 against detect.ts as it stood before that day's last intake changes, below, three of which — the carried link, the hash route and the value glued to a word — record that no print of an ordinary link under any gateway was held that was not held before, and the other two only what they left as it was: monospace prints and attachments keeping their reasons, and encoded bodies held as before): a Zoom invitation with a pre-2022 passcode under a gateway, in 385 to 727 of 3,000 prints over four draws; and, of 1,737 prints of each link over two or three draws, a Zoom recording's share link in 145 to 146 unwrapped, 414 under Proofpoint v3 and 0 to 36 under Safe Links, a HubSpot tracked link in 69 unwrapped, 117 under Proofpoint v3 and 0 or 579 under Barracuda, a Microsoft sign-in link in 6 to 17 unwrapped and 33 under Proofpoint v3, a Teams meeting link under Proofpoint v2 in 20 or 21, and 26 or fewer for each of a few more (a Lexis, SharePoint or PACER link under Proofpoint v2, a NetDocuments or kad.arbitr.ru link under Safe Links); over every link kind, 835 and 1,437 of 321,345 prints in two full draws. Changed later on 2026-09-24, as detect.ts records each at its rule, with what each leaves open: a link that carries another link with its scheme (?url=https://…), printed across rows with the client's address in base64 in the carried link's path (1,822 of 3,990 prints passed; none now); a hash-routed app's link (…/#/reset/…), held at 983 of 2,660 prints, now at 2,654 (the 6 that still pass, carrying the address, are open); a value glued to a word by _ or - where the word has two-letter humps or a version (userIdV1) or a small letter before capitals (iOS), 42 of 120 shapes passing, now none; a link printed in a proportional font, which 433 of 1,020 prints held with the wrong reason (an attachment's), now 24 (still held, with that reason); and a log exhibit's key=value lines cut at a fixed column, held as a quoted-printable body at 480 and 231 of 840 prints, now 0 and 33 (the 33, whose values are all digits, are still held). The cost of reading a value past its word is recorded there too: an id whose own word decodes to text by chance is held as it would be standing alone, 21 in 100,000 DOC- ids of twenty capitals and digits and 9 in 100,000 req_ ids. Not every encoding is caught: ASCII85 passes unread, and so does a name with plain letters escaped one at a time between readable ones, or with accented letters escaped — lib/extract/detect.ts, its header, percentHold and its list of what is not refused), review the entity table before anything leaves, export the masked text. There is also a compare lane (independent diff of two versions), a find lane (deterministic entity index across processed documents), protected terms (your own lexicon — declare "Project Lantern" once and every document read after that masks it, model or no model, in the text exports and in the saved .docx, whose re-walk reads every part — except the places listed as open in REDACTION_AUDIT.md gap 2, among them the term run into a plain word of letters (Kestrel in kestrelholdings) or letter-spaced, which the .docx and the .txt both carry under a verified export; a document read before you declared it is held at Export while the term is still readable in it, with a button to mask it), and a related-cases map backed by the retrieval lane below.

Reproducing the numbers, in order

The order matters. The scorer reads original documents from raw/, and raw/ is not in this repository — the source documents are not ours to redistribute. Run the scorer before you rebuild and you get a missing-directory error, not a number.

Step 0 — make the scorer prove itself first. No model, no corpus, a few seconds:

node score-pii.mjs selftest        # null / oracle / over-masker stand-ins, 8/8 verdicts

Step 1 — rebuild the corpus. Source documents are not redistributed; each builder re-fetches them from their public URLs into raw/ (gitignored) and writes its manifest:

node build-corpus.mjs              # FIRST: downloads the CAP F.3d volumes -> raw/f3d-*/
                                   #   and re-derives corpus/ + newcases/. The US legs of
                                   #   every round below read from those volumes.
node build-pii-bench.mjs           # TAB, from the pinned upstream commit  -> raw/tab/
node build-oos.mjs                 # the 100-doc out-of-sample set         -> raw/oos/
node build-round4.mjs              # the four walk-forward rounds          -> raw/round4/ .. raw/round7/
node build-round5.mjs
node build-round6.mjs
node build-round7.mjs
node build-ukprobe.mjs             # the UK transfer probe                 -> raw/ukprobe/
node build-pureoos.mjs             # the post-freeze n=1 probe             -> raw/pureoos/

node gold-offsets.mjs hydrate      # THEN: the gold. At HEAD it is offsets, not span text
                                   #   (the git history is not yet: "Data statement") --
                                   #   a redaction tool should not publish an index of the
                                   #   people it protects. This slices the spans back out of
                                   #   the corpus you just rebuilt, into raw/gold-hydrated/.
                                   #   Every command below resolves there automatically, and
                                   #   fails loudly naming this step if you skip it.

Two checks that the substitution costs nothing, both re-runnable — but only on a tree that still holds the verbatim gold: node gold-offsets.mjs verify, which compares the hydrated gold against the verbatim gold entity by entity, and node gold-offsets-equiv.mjs, which re-scores 14 configurations under both golds and diffs the full board JSON. The verbatim span text is not published here, so in this tree every set skips and verify has nothing to compare against. The 79,052 entities at 0 mismatches is a receipt from the authoring machine, not a number a reader can reproduce from what ships. What is not published, and the one number that consequently does not fully reproduce, is set out in WITHHELD.md.

Be aware of what these scripts are: they re-run the acquisition protocol, not a replay of a fixed URL list, and each one rewrites its own manifest in place as it draws. The court legs enumerate deterministically from the CAP volumes and the eLitigation/Find Case Law id ranges, but the EDGAR legs query SEC full-text search live, so a rebuild at a later date may not draw the identical set. git checkout pii-bench/ restores the pinned manifests.

Step 2 — prove your rebuild is the corpus the boards were scored against. Every manifest carries a per-document sha256_16 over the extracted text as scored:

node backfill-manifest-sha.mjs --check     # exits 3 on any drift or missing document

On the machine of record this reads verified: 171 documents · missing: 0 · drift: 0 across the round 4–7, ukprobe and pureoos manifests. If your rebuild does not match, it is a different corpus and the boards do not apply to it — which is the whole point of the check.

Step 3 — strip. Either run the frozen chain (needs the model server from the app section above; the exact per-genre argv is in FREEZE.md), or point the scorer at whatever tool you want to measure. The scorer is engine-free: it consumes originals + a directory of stripped outputs with the same filenames + the gold labels, and it is the only thing in the tree that reads both sides.

Step 4 — score.

node score-pii.mjs --stripped <dir> --batch all --name recheck \
  --labels pii-bench/round7-gold-product \
  --docs raw/round7 \
  --manifest pii-bench/round7-manifest.json

DIRECT recall is fail-closed and gated (any document with ≥1 DIRECT leak is a failed export), QUASI is reported and policy-thresholded, NO_MASK preservation is the over-masking check, and gold spans that are not literally present in the original are counted as unmatchable and reported rather than silently dropped. Swap --labels/--docs/--manifest for another round, and know which gold you are scoring against. Every first-contact board was scored against gold sealed before the engine saw that round's paper, but the committed gold for rounds 4, 5 and 6 is the gold as re-projected after contact: round 4 by P0f and P0g (694b4c4, ca307d6), round 5 by P0h (692de46), round 6 by P0i/P0j (ae154ac). Rescoring those rounds from what ships therefore does not give their first-contact QUASI and NM columns, nor the courts DIRECT of round 4 as drawn (P0f cut its courts DIRECT labels by 60 net, the courts' own pseudonyms — FREEZE.md C7) or of round 6 (P0j cut one). The DIRECT label count of every EDGAR document is the same at its seal and after every projection. Most projection moves loosened the gold, quasi-identifier to keep-readable; P0i/P0j also moved two round-6 EDGAR location labels the other way, keep-readable to quasi-identifier (edgar-r6-14, edgar-r6-15), so masking them now scores as a quasi-identifier caught rather than as over-masking. Round 7's gold, and the UK and pure-OOS gold, were not changed after contact.

The other lane. Redaction is what gets a matter safely to a frontier model; case similarity is what decides which matter to send. That second lane is deterministic, model-free, and runs against the 99 public-domain opinions committed here (89 in corpus/, 10 held out in newcases/ as "a new matter lands on the desk"):

node pipeline.mjs index && node pipeline.mjs eval        # -> out/eval.json
node graph.mjs build                                     # -> out/graph.json, out/synergy.html
node sync-viewer.mjs                                     # build + copy into app/frontend/public/ (what the app serves)
node graph.mjs selftest                                  # 12/12, plus the facets guard

eval prints mean p@5: 0.620 top-case accuracy: 6/10 against a ~0.10 chance baseline, with zero tuning — the vocabulary-free TF-IDF layer only. graph.mjs build turns the same corpus into a typed-edge web (direct citations, IDF-weighted shared authority, text similarity): 99 nodes, 307 edges, 100% coverage. Ground truth here is keyword topic labels, which is weaker than lawyer-authored similarity pairs — treat those two numbers as a floor, not a claim.

What ships, and what rebuilds

Ships in the repository	Rebuilt on your machine
The engine and its rails (lib-core/, lib-legal/), the adapter (serve-legal.mjs), the frozen apply-chain scripts	The model weights: not rebuilt, downloaded by you from Google's Hugging Face repository (step 1 of "Running the app"), hash-pinned
The scorer (score-pii.mjs), the gold as offsets (pii-bench/*-offsets/), every published board (pii-bench/runs/)	The llama.cpp build
	The gold's span text (gold-offsets.mjs hydrate — see WITHHELD.md)
Every corpus manifest — per-document public URL, word count and sha256_16	Every benchmark document (raw/, from those URLs)
The measurement record: BENCHMARK.md, FREEZE.md, ROUND4–7.md, OPS_LEDGER.md, REDACTION_AUDIT.md	out/ (graph, eval, viewer)
The retrieval corpus itself — 89 + 10 public-domain F.3d opinions as text	The app bundle (npm install && npm run dev)
The app source (app/frontend/) and the public site (site/)

The frozen engine, and what would unfreeze it

Frozen means no more walk-forward rounds. Doctrine changes only by committed-script projection plus an owner ruling; the rails, sweeps, profiles and instruments in FREEZE.md are the version of record. Two things unfreeze it: a DIRECT leak in the frozen configuration on real paper, or an owner order. Nothing else — not a better idea, not a worse-looking QUASI column.

The shelf is open and named rather than quietly closed: a Singapore vehicle-plate rail, an initials-with-suffix alias class, a bare foreign single-name residue, an unresolved counsel-name doctrine question, a gold-scheme note about bare role references, and the courts QUASI grind (39–44 on rounds 5–7 — compliance-profile territory, deferred by strategy, because the export-to-AI profile's bar is utility and utility is measured at 0.968; the 88.8% gold agreement it was set against is not a QUASI ceiling, FREEZE.md C6), and — the newest, and the only one found on a law firm's own paper — the first-page caption block and the Re: line, where 7 of the 11 identifiers the firm profile still leaves readable over 20 filings sit (OPS_LEDGER.md 2026-09-15, "What still survives"; FREEZE.md shelf 6b and C9). All seven are in FREEZE.md with their evidence.

Repo map

what	where
The frozen configuration, the receipts, the shelf	FREEZE.md
Every measured number of record, with its rebuild path	BENCHMARK.md
The walk-forward rounds, and every leaked span named and diagnosed	ROUND4.md · ROUND5.md · ROUND6.md · ROUND7.md
The engine adapter — the frozen chain behind one localhost endpoint	serve-legal.mjs
Vendored red v1 core (byte-identical) + the legal rails	lib-core/ · lib-legal/
The scorer, and the boards it produced	score-pii.mjs · pii-bench/runs/
Gold labels, manifests, the gold-ceiling and utility benchmarks	pii-bench/ (protocol in pii-bench/README.md)
Container-channel gaps, ranked and open	REDACTION_AUDIT.md
Infrastructure misses with measured rates	OPS_LEDGER.md
Case similarity + the typed-edge synergy graph	pipeline.mjs · graph.mjs
The desktop app source	app/frontend/
Building the installer from a clone	BUILDING.md
Security reports; where the app connects and what it keeps	SECURITY.md · PRIVACY.md
Third-party licence texts, and what is known of the terms of the Microsoft files that come with none	licenses/ · THIRD_PARTY_NOTICES.md
Where a small local model may and may not sit in this vertical	MODEL_TUNING.md · ENGINE_PREP.md

Data statement

Which sources ship here as text, which as annotations, and which as URLs only. The table is true of the tree at HEAD. It is not yet true of the git history, which is set out below the table.

Source	Terms	What is in this repository
Caselaw Access Project (F.3d opinions)	public domain	Text. 89 corpus/ + 10 newcases/ opinions, truncated at ~16k chars, per-document provenance in sources.json and each file's header. The full-length opinions used in the benchmark rounds are URLs only (volume zip + CAP id in the manifests).
TAB — Text Anonymization Benchmark (Norsk Regnesentral)	MIT	Annotations and statistics only (pii-bench/tab-stats.json, document ids). The corpus is re-downloaded from the pinned upstream commit 558e09e.
SEC EDGAR exhibits	US government public records	URLs only (per-document exhibit URL + sha256_16 in the round manifests). Text re-fetches.
Singapore judgments (eLitigation)	public portal, not redistributable	URLs and our own annotations only, and no annotations for the Family Court set (WITHHELD.md §3) — owner ruling, matching simpler-red. .gitignore carries belt-and-braces patterns for stray sg-* files.
UK judgments (National Archives, Find Case Law)	Open Justice Licence	URLs only, in pii-bench/ukprobe-manifest.json. Text re-fetches.
Our gold labels for the OOS, round, probe and utility corpora	ours — covered by this repository's Apache-2.0 licence	Annotations only — spans as character offsets, categories and identifier types, no source text.
Gemma 4 E2B weights	Apache-2.0 (Google's model card; THIRD_PARTY_NOTICES.md)	Not here at all. Hash-pinned, located at runtime, never a repo asset.

The git history. This repository starts at v0.1.0, with one commit. Its files are the development tree's as they stood on 2026-09-25, except five working notes that .gitattributes marks export-ignore: the coding assistant's instructions file (CLAUDE.md) and four session notes and checklists of July 2026. A record here that cites one of them cites a file that is not published. The history before that commit is not published, because it holds what the table above says is not published:

• the gold as span text, from before the gold became offsets, including 80 Family Court annotation files and the annotations of 25 Singapore judgments;
• Family Court text outside the gold: in run boards, in earlier versions of two pages and of a round write-up, and in four commit messages;
• the name WITHHELD.md §3 withholds, in twelve files and three commit messages.

FREEZE.md C10 to C13 count each of these. The commit hashes and the two tags that FREEZE.md, BENCHMARK.md and the other records cite, v1-legal-frozen and v1-legal-FROZEN-v12 among them, name commits of that unpublished history. The records themselves are here, and so are the engine's files as they stand at this commit. Before the push, FREEZE.md C12's six checks and C13's five were run over this repository, and each printed nothing. C13's list holds the Family Court DIRECT spans of eight characters or more. Shorter spans are not in it.

Contact

Simpler Terminal Value Systems Pte Ltd, Singapore. support@simpler.asia reaches the maintainer. A security problem goes through GitHub's private report first, as SECURITY.md says, not in a public issue.

Licence

Code: Apache-2.0 — © 2026 Simpler Terminal Value Systems Pte Ltd (Singapore). Anyone may use, change and redistribute it under those terms, commercially or not. See LICENSE and NOTICE. Third-party data and model terms are enumerated in NOTICE and in THIRD_PARTY_NOTICES.md; the third-party licences are not ours to relicense, and the non-redistributable sources above are the reason raw/ is gitignored rather than committed. The installer carries more than a clone: llama.cpp (with the web page its server carries), the LLVM OpenMP runtime beside it, Node.js, the Visual C++ runtime, the Rust crates and the Microsoft WebView2 loader linked into the app, the npm packages its window is bundled from, and the parts of the setup program itself. licenses/, which the installer copies into a licenses folder beside the app, holds their licence texts, and for the three Microsoft runtime files that come with no licence text, a note of where each comes from and what Microsoft says about redistributing them (licenses/msvc-runtime.txt); licenses/README.md gives the source and sha256 of each file. node tools/derive-notice.mjs fails when one of them is missing, differs from its recorded sha256, or was generated from a different lockfile or for a different llama-server.exe. bundle.licenseFile in app/src-tauri/tauri.conf.json names app/src-tauri/installer-licence.txt as the installer's licence page: LICENSE, Apache-2.0, byte for byte, followed by a section with the terms Microsoft requires users to accept for the three Visual C++ runtime files in the llama folder. There is no separate end-user licence for this product's own code. node tools/derive-notice.mjs also fails when that page does not begin with LICENSE's exact bytes, or when its section names a file that is not in the llama folder or leaves one of the three out.

Security and privacy

Report a security problem privately, through the repository's Security tab: https://github.com/Simpler-Systems/simpler-legal/security/advisories/new. Not in a public issue, and never with a client's document attached. If you cannot use GitHub, write to support@simpler.asia. SECURITY.md says what is in scope. PRIVACY.md says where the app connects, what it keeps on disk and for how long, and what uninstalling removes.

Contributing

What is welcome: a reproducing document or a failing scorer case, made from a public or invented document and never from a client's. A miss found that way is worth more than any feature here — it is exactly the input the walk-forward protocol was built to eat, and it is one of the two things that can unfreeze the engine. If what you have found is a leak in the privacy sense — a way unredacted content or the entity key can escape — please report it privately as SECURITY.md says, rather than in a public issue, and do not attach the document. The same goes for a miss you can only show with a client's text: report it privately and describe the kind of name or number and how it was written.

Feature requests and integrations will generally be closed with thanks. This vertical is deliberately narrow, and it is measured; widening it costs measurement.