{"core-extras.96d330537a":"Base IR","core-extras.bee831a169":"Substrate","core-extras.61a0822826":"Apps on Core","core-extras.15438cc098":"not supported","core-extras.ad565d9d01":"Feature","core-extras.0155bf03e5":"Segment legend","core-extras.8b7110078e":"Algorithm groups by data type","core-extras.25ab4276a6":"Scrollable capability matrix","page-breadcrumb.c766e66518":"Breadcrumb","papers-library.breadcrumb":"Working papers","papers-library.status.working":"Working paper","papers-library.status.matched":"On request","papers-library.status.bounded":"Claim bounded","papers-library.status.notClaimed":"Not claimed","papers-library.action.open":"Open paper","papers-library.hero.ledger.label":"Library register","papers-library.hero.ledger.family":"Family","papers-library.hero.ledger.familyValue":"Adaptive Binary Memory Networks","papers-library.hero.ledger.count":"Current drafts","papers-library.hero.ledger.date":"Draft date","papers-library.hero.ledger.boundary":"Publication status","papers-library.hero.ledger.boundaryValue":"No venue or peer review claimed","papers-library.consumer.hero.eyebrow":"Dweve Research · Working papers","papers-library.consumer.hero.lead":"Six working papers.","papers-library.consumer.hero.accent":"One model family.","papers-library.consumer.hero.tail":"A clear place to start.","papers-library.consumer.hero.body":"The ABMN papers explain one approach to building compact, repeatable AI systems. Start with the family paper, then follow the task that interests you. These are July 2026 working drafts, not claims of peer-reviewed publication. They exist to show that full determinism is achievable and holds across different kinds of task, not to chase top scores. The repositories publish with the papers.","papers-library.consumer.hero.primary":"Browse the six papers","papers-library.consumer.hero.secondary":"Check the source map","papers-library.business.hero.eyebrow":"Dweve Research · Technical review","papers-library.business.hero.lead":"Review the method.","papers-library.business.hero.accent":"Keep status visible.","papers-library.business.hero.tail":"Trace every claim.","papers-library.business.hero.body":"Six ABMN working papers set out the family contract, task-specific memory structures, measured results, and stated limitations. The register separates draft evidence from any claim of external acceptance. The purpose is to demonstrate that full determinism is achievable and generalises across task types, rather than to claim state-of-the-art results. The repositories publish with the papers.","papers-library.business.hero.primary":"Open the paper register","papers-library.business.hero.secondary":"Audit the source register","papers-library.technical.hero.eyebrow":"Dweve Research · ABMN working set","papers-library.technical.hero.lead":"Learn the state.","papers-library.technical.hero.accent":"Run the memory.","papers-library.technical.hero.tail":"Execute the memory.","papers-library.technical.hero.body":"The six July 2026 drafts describe the ABMN family contract, four task-owned instantiations and one generalisation test that applies the same build contract to a logical learner. Each record carries the abstract, the section outline, the measurements and the stated limitations. The set exists to prove that full determinism is achievable and generalises across task types, without disclosing the proprietary work behind it. The repositories publish with the papers.","papers-library.technical.hero.primary":"Inspect the working set","papers-library.technical.hero.secondary":"Trace title to source","papers-library.library.eyebrow":"01 · Current working set","papers-library.library.lead":"The actual papers,","papers-library.library.accent":"with status attached.","papers-library.library.pill1":"6 DRAFTS","papers-library.library.pill2":"DRAFT ON REQUEST","papers-library.library.pill3":"NO SIGN-UP","papers-library.consumer.library.body":"Each card gives you the question, the subject, and a summary of the paper. The titles stay exactly as they appear in the source papers. There are six of them, all dated July 2026. The complete draft is with external reviewers, so ask for it through the contact form and we release it once we approve the request.","papers-library.business.library.body":"Use this shelf as the review register. It contains the complete current ABMN working set and does not mix in product brochures or unsupported sector papers. Six titles carry one draft date and two named authors, so a review can start from the register rather than from a search. The drafts themselves are released on request.","papers-library.technical.library.body":"The family paper defines the shared contract. Four companion papers instantiate it for NER, classification, reranking, and lexical retrieval, and a sixth asks whether the same build contract holds for a structurally different learner. All six carry the same draft date. The summary stays public; the draft is released on request.","papers-library.library.side.kicker":"SET REGISTER","papers-library.library.side.sub":"What is present","papers-library.library.side.count":"Working papers","papers-library.library.side.countBody":"One family paper, four task papers, one generalisation test","papers-library.library.side.date":"Draft snapshot","papers-library.library.side.dateBody":"All six source documents carry this date","papers-library.library.side.authors":"Named authors","papers-library.library.side.format":"Complete draft","papers-library.library.side.formatBody":"Released on request for each paper","papers-library.library.side.foot":"STATUS ATTACHED","papers-library.order.eyebrow":"02 · Reading sequence","papers-library.order.lead":"Start with the contract,","papers-library.order.accent":"then inspect the memory.","papers-library.order.pill1":"FAMILY FIRST","papers-library.order.pill2":"TASK PAPERS","papers-library.order.pill3":"LIMITS INCLUDED","papers-library.consumer.order.body":"You do not need to read all six. The family paper provides the map, the task papers show how the same pattern changes for names, labels and search, and the last one asks whether the pattern survives a different kind of learner. The order below runs from the contract to the tasks and then to retrieval, but it is a suggestion rather than a ranking, and any single paper stands on its own. If you only read one, read the family paper, because the rest assume the shape it describes.","papers-library.business.order.body":"Review the family contract before comparing task results. It prevents a benchmark from being mistaken for a system-wide guarantee. The sequence runs from the family contract to the task papers, then to the two retrieval papers, and last to the generalisation test. It is editorial guidance rather than a maturity ranking, and any of the six can be read on its own once the contract is understood.","papers-library.technical.order.body":"Read the family definition first, then compare how each task owns its memory, its build boundary and its evidence ledger. The sequence runs contract, task papers, retrieval papers, generalisation test. It orders the reading, not the maturity, and each paper states the scope its own measurements cover. The family paper is the only one the others depend on, so it is the one to read first if you read only one.","papers-library.order.side.kicker":"READING PATH","papers-library.order.side.sub":"From contract to retrieval","papers-library.order.side.family":"Family contract","papers-library.order.side.familyBody":"Definitions, build phases, and four memory organisations","papers-library.order.side.tasks":"Task memories","papers-library.order.side.tasksBody":"Four task instantiations","papers-library.order.side.retrieval":"Search paths","papers-library.order.side.retrievalBody":"Bridge reranking and corpus-adaptive indexing","papers-library.order.side.left":"ONE SHARED CONTRACT","papers-library.order.side.right":"FOUR INSTANTIATIONS","papers-library.order.chrome":"FOUNDATION → TASK → RETRIEVAL","papers-library.order.foot":"The sequence is editorial guidance, not a maturity ranking.","papers-library.paper.abmn-family.role":"Family contract","papers-library.paper.abmn-ner.role":"Sequence labelling","papers-library.paper.abmn-classification.role":"Classification","papers-library.paper.abmn-ranking.role":"Reranking","papers-library.paper.abmn-relevance.role":"Lexical retrieval","papers-library.consumer.paper.abmn-family.why":"See how the six papers fit together before choosing a task.","papers-library.consumer.paper.abmn-ner.why":"Follow a compact system that finds names and places with exact structured decoding.","papers-library.consumer.paper.abmn-classification.why":"See how a text classifier can become a reproducible binary build.","papers-library.consumer.paper.abmn-ranking.why":"Inspect search reranking without a dense model in the query path.","papers-library.consumer.paper.abmn-relevance.why":"Inspect lexical retrieval with deterministic scoring.","papers-library.business.paper.abmn-family.why":"Establish the shared model-family contract and its evidence boundaries.","papers-library.business.paper.abmn-ner.why":"Review reported quality, footprint, throughput, and the NER limitations together.","papers-library.business.paper.abmn-classification.why":"Review the cross-architecture artifact and prediction identity claim.","papers-library.business.paper.abmn-ranking.why":"Review the measured bridge-memory reranking path on SciFact and NF-Corpus.","papers-library.business.paper.abmn-relevance.why":"Review the corpus-adaptive serving path and its MS MARCO measurements.","papers-library.technical.paper.abmn-family.why":"Define learn, strip, execute, and the four task-owned memory organisations.","papers-library.technical.paper.abmn-ner.why":"Trace sequence labelling from one build to exact decoding.","papers-library.technical.paper.abmn-classification.why":"Trace text classification to byte-identical artifacts across ARM and x86.","papers-library.technical.paper.abmn-ranking.why":"Trace typed sparse atoms into compiled bridge tables and integer reranking.","papers-library.technical.paper.abmn-relevance.why":"Trace lexical retrieval from the corpus build to deterministic top-k results.","papers-library.topics.eyebrow":"03 · Family anatomy","papers-library.topics.lead":"Four memory organisations,","papers-library.topics.accent":"one deployment idea.","papers-library.topics.pill1":"SEQUENCE LABELLING","papers-library.topics.pill2":"CLASSIFICATION","papers-library.topics.pill3":"RETRIEVAL","papers-library.consumer.topics.body":"The papers share a basic move: learning prepares compact task memory, build-only state is removed, and a fixed procedure uses the result. Four subjects cover the family paper and the task papers, and each of those belongs to exactly one subject. The generalisation test sits beside them, asking whether the same move works on a different kind of learner.","papers-library.business.topics.body":"The shared contract is the comparison point. Task-specific quality and systems numbers remain local to the paper and evaluation that reports them. Four subjects cover the family contract and the task papers, and each of them sits under exactly one subject. The generalisation test is reported separately, because it tests the contract rather than a task.","papers-library.technical.topics.body":"The family contract stays stable while addressing, update rules and decoding differ by task. The subject map keeps those instantiations separate, with four subjects and exactly one subject per task paper. The generalisation test carries the contract to a structurally different learner and reports its evidence per host.","papers-library.topics.side.kicker":"MEMORY MAP","papers-library.topics.side.sub":"Task-owned forms","papers-library.topics.side.prototype":"Sequence labelling","papers-library.topics.side.prototypeBody":"Named entity recognition with exact structured decoding","papers-library.topics.side.bitplane":"Text classification","papers-library.topics.side.bitplaneBody":"One compiled artifact, identical on every architecture","papers-library.topics.side.retrieval":"Reranking and lexical retrieval","papers-library.topics.side.retrievalBody":"Two distinct retrieval instantiations","papers-library.statusBoard.eyebrow":"04 · Evidence boundary","papers-library.statusBoard.lead":"A draft you can request","papers-library.statusBoard.accent":"is still a draft.","papers-library.statusBoard.pill1":"STATUS VISIBLE","papers-library.statusBoard.pill2":"CLAIMS LOCAL","papers-library.statusBoard.pill3":"NO VENUE IMPLIED","papers-library.consumer.statusBoard.body":"You can read what each paper claims and how it was tested, and ask for the draft behind it. Neither of those means a journal, conference, or independent reviewer has accepted the work.","papers-library.business.statusBoard.body":"Treat the drafts as review inputs. External acceptance, independent replication, and production assurance require their own evidence and are not asserted here.","papers-library.technical.statusBoard.body":"Methods and measurements are presented in the source drafts. Their scope, environment, baselines, and limitations travel with each claim.","papers-library.statusBoard.draft.title":"Current source snapshot","papers-library.statusBoard.draft.body":"All six entries are working papers dated July 2026.","papers-library.statusBoard.draft.detail":"The date describes the draft snapshot, not a publication event.","papers-library.statusBoard.pdf.title":"The complete draft","papers-library.statusBoard.pdf.body":"Every entry has a full draft, and Dweve releases it on request.","papers-library.statusBoard.pdf.detail":"The drafts are with external reviewers, so nothing is published here. Ask through the contact form and we release the paper on approval.","papers-library.statusBoard.claims.title":"Measurements stay in context","papers-library.statusBoard.claims.body":"Reported results belong to the task, dataset, configuration, and environment named in the paper.","papers-library.statusBoard.claims.detail":"A result in one paper is not promoted to a family-wide guarantee.","papers-library.statusBoard.publication.title":"No acceptance claim","papers-library.statusBoard.publication.body":"The repository does not establish a journal, conference, or peer-review outcome for these drafts.","papers-library.statusBoard.publication.detail":"The library therefore uses working-paper language throughout.","papers-library.statusBoard.side.kicker":"REVIEW CHECK","papers-library.statusBoard.side.sub":"Before quoting a result","papers-library.statusBoard.side.title":"Match the title","papers-library.statusBoard.side.titleBody":"Use the exact paper and task","papers-library.statusBoard.side.date":"Keep the date","papers-library.statusBoard.side.dateBody":"Identify the July 2026 snapshot","papers-library.statusBoard.side.pdf":"Request the draft","papers-library.statusBoard.side.pdfBody":"Read methods and limitations together","papers-library.statusBoard.side.limit":"Preserve qualifiers","papers-library.statusBoard.side.limitBody":"Do not widen the scope of a result","papers-library.statusBoard.side.left":"EVIDENCE FIRST","papers-library.statusBoard.side.right":"STATUS ATTACHED","papers-library.statusBoard.chrome":"DRAFT · ON REQUEST · BOUNDED","papers-library.statusBoard.foot":"Publication or peer-review status will only be stated when the repository supports it.","papers-library.sources.eyebrow":"05 · Source and asset register","papers-library.sources.lead":"One source directory,","papers-library.sources.accent":"one draft, per paper.","papers-library.sources.pill1":"SOURCE PATH","papers-library.sources.pill2":"ON REQUEST","papers-library.sources.pill3":"DETAIL ROUTE","papers-library.consumer.sources.body":"This register shows where each title comes from and how to get the paper itself. There are no extra papers hidden behind marketing names. Every entry names one source directory, and the draft that directory holds is the one we send when you ask for it.","papers-library.business.sources.body":"Use the register to verify that the library entry, the detail route, and the draft we release all refer to the same working paper. Each title names one authoritative source directory, so a claim on this page can be traced to the document that supports it.","papers-library.technical.sources.body":"The register binds each canonical slug to its authoritative source directory. Detail pages carry the abstract, section outline, and stated status; the complete draft stays with external reviewers and is released on request. No entry appears here without a source directory behind it, which is what makes the register checkable rather than asserted.","papers-library.sources.side.kicker":"PROVENANCE","papers-library.sources.side.sub":"Repository to browser","papers-library.sources.side.sources":"Source directories","papers-library.sources.side.sourcesBody":"One authoritative directory per paper","papers-library.sources.side.pdfs":"Complete drafts","papers-library.sources.side.pdfsBody":"One draft per source, released on request","papers-library.sources.side.mapping":"Slug mapping","papers-library.sources.side.mappingBody":"No legacy or fabricated entries","papers-library.sources.side.language":"Paper language","papers-library.sources.side.languageBody":"The source drafts are English","papers-library.sources.side.left":"SOURCE","papers-library.sources.side.right":"ASSET","papers-library.sources.chrome":"SOURCE REGISTER","papers-library.sources.asset":"Complete draft","papers-library.sources.summary":"Open summary","papers-library.sources.pdf":"Request the full draft","papers-library.sources.verdict":"Every listed paper names its authoritative source directory, and its draft is released on request.","papers-library.consumer.close.eyebrow":"Choose a question","papers-library.consumer.close.title":"Start with the family paper","papers-library.consumer.close.body":"The summaries help you choose. The complete draft carries the methods, results, limitations, and references, and we release it when you ask for it.","papers-library.consumer.close.primary":"Browse the working papers","papers-library.consumer.close.secondary":"See the research programme","papers-library.business.close.eyebrow":"Review the evidence","papers-library.business.close.title":"Use the papers as technical inputs","papers-library.business.close.body":"Move from the family contract to the task paper, then take the stated evidence boundary into due diligence.","papers-library.business.close.primary":"Open the paper register","papers-library.business.close.secondary":"Review the research programme","papers-library.technical.close.eyebrow":"Inspect the contract","papers-library.technical.close.title":"Follow learn, strip and execute","papers-library.technical.close.body":"The library keeps the family definition, the task instantiations, the generalisation test, and their source paths in one reviewable sequence.","papers-library.technical.close.primary":"Read the working set","papers-library.technical.close.secondary":"Open the research programme","papers-library.library.secondary1":"The six titles and dates come from the authoritative paper sources. The shelf does not rename old marketing material or create papers around product claims. What is listed here is the complete current working set, and nothing sits in it that the source directory does not carry.","papers-library.library.secondary2":"Each detail route offers a concise orientation. The draft remains the complete record of methods, reported measurements, limitations, figures, and references, so a summary is a way in rather than a substitute for the paper.","papers-library.order.secondary1":"The family paper defines the invariant: finite evidence addresses task-owned memory, the build shapes it, and exact decoders consume the artifact.","papers-library.order.secondary2":"The four task papers change the memory organisation and decoder for their tasks, and the generalisation test changes the learner underneath. Read those differences before comparing reported quality, speed, footprint, or energy, because a number that belongs to one memory organisation says nothing about another.","papers-library.topics.secondary1":"One instantiation supports named entity recognition, another text classification, and two more cover reranking and lexical retrieval. Each is a separate build with its own decoder.","papers-library.topics.secondary2":"Corpus-adaptive index memory supports lexical retrieval. These are four task-owned implementations rather than four names for the same serving path, which is why each paper reports its own numbers.","papers-library.statusBoard.secondary1":"A working paper can contain detailed methods and measured results while still lacking an established external review outcome. Those facts are compatible and should stay visible together.","papers-library.statusBoard.secondary2":"The library therefore distinguishes source availability, access to the draft, claim scope and publication status. None of the four can substitute for another, and the board states each of them separately.","papers-library.sources.secondary1":"The canonical detail slugs are abmn-family, abmn-ner, abmn-classification, abmn-ranking, abmn-relevance, and abmn-tsetlin. Legacy fabricated paper slugs are not part of this register, so a link that resolves here resolves to a paper that exists in the source tree.","papers-library.sources.secondary2":"Each slug is listed beside the source directory that holds it. That one-to-one map is the handoff for reviewers and future maintainers, and it is what lets a reader confirm that the summary, the register entry and the draft we send are the same document.","papers-library.banner.eyebrow":"Status vocabulary","papers-library.banner.title":"Released on request. Not presented as published.","papers-library.banner.lead":"Released on request.","papers-library.banner.accent":"No publication claim.","papers-library.banner.body":"The current files are July 2026 working drafts. Ask for one and its methods, measurements, and limitations can be reviewed in full.","papers-library.banner.body2":"External review and publication require separate evidence. Neither follows from the existence of a source file or a draft.","papers-library.banner.instrument":"Evidence status","papers-library.banner.source":"Source","papers-library.banner.sourceBody":"Authoritative files present","papers-library.banner.draft":"Working draft","papers-library.banner.draftBody":"Current library status","papers-library.banner.review":"External review","papers-library.banner.reviewBody":"No outcome established here","papers-library.banner.publication":"Publication","papers-library.banner.publicationBody":"No venue claimed","papers-library.banner.current":"Current status","papers-library.banner.verdictLabel":"Library rule","papers-library.banner.verdict":"Six working papers, no publication claim","papers-library.banner.footer":"Source, draft, review, and publication are separate evidence states.","papers-library.consumer.close.titleAccent":"or go straight to the task you care about","papers-library.business.close.titleAccent":"with their status and limits intact","papers-library.technical.close.titleAccent":"through all four memory organisations","papers-library.close.panel.title":"What is in the set","papers-library.close.panel.row.0.label":"Six working papers","papers-library.close.panel.row.0.value":"One family definition, four task instantiations, one generalisation test","papers-library.close.panel.row.1.label":"Dated July 2026","papers-library.close.panel.row.1.value":"Each title with an authoritative source path and a draft on request","papers-library.close.panel.row.2.label":"Not claimed","papers-library.close.panel.row.2.value":"No publication venue and no peer-review outcome","papers-library.close.panel.foot":"A draft you can request is still a draft.","papers-library.library.frame.title":"The working paper shelf","papers-library.library.frame.sub":"Six titles, one draft date","papers-library.library.frame.meta":"JULY 2026","papers-library.library.frame.foot":"Each card opens a summary; the draft itself carries the full method.","papers-library.order.frame.title":"The reading sequence","papers-library.order.frame.sub":"The family contract first, then the task papers","papers-library.order.frame.status":"GUIDANCE","papers-library.topics.frame.title":"Subjects across the set","papers-library.topics.frame.sub":"Which paper answers which question","papers-library.topics.frame.status":"FOUR SUBJECTS","papers-library.topics.frame.meta":"1 FAMILY · 4 TASKS · 1 TEST","papers-library.topics.frame.foot":"Each task paper sits under exactly one subject; the generalisation test sits beside the four.","papers-library.statusBoard.frame.title":"The status board","papers-library.statusBoard.frame.sub":"What is established, and what is not claimed","papers-library.sources.frame.title":"The source register","papers-library.sources.frame.sub":"Every title against its source directory","papers-library.sources.frame.status":"ONE PER PAPER","papers-library.04fcd2bfb7":"On request","papers-library.c498790d3e":"Request the draft","papers-library.paper.abmn-tsetlin.role":"Generalisation test","papers-library.consumer.paper.abmn-tsetlin.why":"See whether the same idea holds for a different kind of learner.","papers-library.business.paper.abmn-tsetlin.why":"Test whether the build contract survives outside the tasks it was designed for.","papers-library.technical.paper.abmn-tsetlin.why":"Compile a Tsetlin machine and recover identical scores on scalar, AVX2 and NEON.","papers-library.0cf1443651":"Why these papers exist","papers-library.95173f1844":"A claim is cheap","papers-library.098f2a22da":"so we wrote it down","papers-library.28e5ebaa5f":"Dweve claims that AI work can be deterministic, reproducible and inspectable. Those are easy words to write and hard ones to believe, so each paper takes one of them, builds the smallest honest system that tests it, and reports what the measurement said, including where it fell short.","papers-library.38c2b1c9b2":"What they are not","papers-library.dc4dc352e7":"These are not implementation guides, and they are not the products. Each paper shows that a property is achievable and how it was measured. The system that runs inside Dweve is larger, and the parts that make it commercially ours are not described here. The line is deliberate: enough to check the claim, not enough to rebuild the product.","papers-library.purpose.pill1":"ONE CLAIM EACH","papers-library.purpose.pill2":"MEASURED NOT ASSERTED","papers-library.purpose.pill3":"NOT A BLUEPRINT","papers-library.b17ba4f84f":"What the set has to show is narrow and hard: that a system can be fully deterministic, that the same artifact replays on any architecture with no seeding, and that the property survives a learner it was not built for. The repositories publish with the papers, so the claim can be checked rather than taken on trust.","papers-library.7f7031fbbe":"PROOF REGISTER","papers-library.0d350b4a8c":"What each paper has to show","papers-library.f6798670ec":"Deterministic","papers-library.469489811f":"Every run compiles to the same artifact","papers-library.17d120d8bb":"Replayable","papers-library.0448070032":"Reproduced on any architecture, with no seeding","papers-library.ddd868b4df":"Generalises","papers-library.992b0efcad":"The same contract carried to another learner","papers-library.1bb360f468":"Bounded","papers-library.3d80857111":"Enough to check the claim, not to rebuild the product","papers-library.0c15ab01ff":"MEASURED","papers-library.2980a5b00a":"NOT ASSERTED","papers-library.bf5b2b0634":"THE SET","papers-library.c7658db06c":"THE REGISTER","whitepapers.proofs":"proofs.","whitepapers.97057ec6d0":"Request a briefing","whitepapers.af698a72e4":"All six entries are July 2026 working papers. The repository records the source and the claim boundaries; it does not establish submission, peer review, or publication.","whitepapers.fa363bcbc6":"Per-query energy mapped to GHG Protocol scopes 1, 2, and 3, and to ESRS E1.","whitepapers.f68aef1378":"CSRD-aligned energy","whitepapers.fc1a14cf71":"AVX-512, AVX2, and NEON all produce the same result via a hardware abstraction layer.","whitepapers.634da05320":"Cross-platform determinism","whitepapers.ee8365b713":"Every constraint firing and domain-specialist activation is recorded in a tamper-evident Merkle trace.","whitepapers.c7662f8ab8":"Merkle-sealed traces","whitepapers.d4d9657759":"Every inference is replayable on any supported backend with the same output, bit for bit.","whitepapers.c94c39277f":"Bit-exact replay","whitepapers.b7b742f137":"DESIGN PROPERTIES","whitepapers.128b9a0ab1":"CSRD","whitepapers.4e250b4fde":"REPLAY","whitepapers.93913696cd":"DETERMINISM","whitepapers.df84637182":"AION","whitepapers.dadc64c1ed":"Papers that describe how the stack is built, not just what it achieves. Read them to understand why a subsystem was designed the way it was. Each entry stays labelled as a working paper.","whitepapers.566271dd35":"and implementation.","whitepapers.ccaaf38b22":"Zero black-box","whitepapers.9abbae3a81":"Working papers with measured results and readable summaries, each draft released on request. Every number stays tied to its task, dataset, configuration, and environment.","whitepapers.24de60a23c":"We walk the paper through with your team, with the lead author where the schedule allows.","whitepapers.809abf4158":"Executive briefings","whitepapers.a00e18e093":"Partners can take the papers with a joint cover. Reach out through the contact page to arrange terms.","whitepapers.fec445cdcc":"Co-branding","whitepapers.7e1f44ebd7":"Request printed copies of any paper through the contact page, with the title and quantity you need.","whitepapers.5391afc6e7":"Print copies","whitepapers.28e59f51bf":"COMMON ASKS","whitepapers.75f527181b":"Free","whitepapers.hero.eyebrow":"RESEARCH","whitepapers.ro_read":"Open paper","whitepapers.wp_shelf_sum_title":"Six working papers, ready for review","whitepapers.wp_shelf_sum_body":"No sign-up or email gate. Read the current summary here, and ask through the contact form for the complete draft.","whitepapers.wp_topic_papers":"papers","whitepapers.wp_topic_paper":"paper","whitepapers.wp_topic_chrome_path":"library.dweve/subjects","whitepapers.wp_topic_chrome_meta":"Subjects across the working set","whitepapers.wp_topic_contains":"In this subject","whitepapers.wp_topic_foot":"Each task paper sits under one subject; open its summary, then ask us for the draft.","whitepapers.wp_shelf_facts_head":"At a glance"}