{"aura-session-loop.c2c7e9b9f8":"or follow up","aura-session-loop.b10421a491":"this session","aura-session-loop.644b7c13c5":"recent, approvals","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","section_st_a1_display-split.7c9a7c0610":"Detail","section_st_f1_cta-dark.90e40d5043":"Get started","uc-edu-business-glyph.4ade4672d7":"The evening, answerable","uc-edu-business-glyph.8d70a0d263":"What the school can show a parent","uc-edu-business-glyph.49c5f10bad":"EU education","uc-edu-business-glyph.138fe76a7e":"Asked at the table","uc-edu-business-glyph.0710957d3a":"What the school shows","uc-edu-business-glyph.2a2424a4ae":"No working to show","uc-edu-business-glyph.16cc798029":"Every step names its source","uc-edu-business-glyph.52d4b47f2c":"Data left the building","uc-edu-business-glyph.e70ec37114":"Work stays on school hardware","uc-edu-business-glyph.4664f4398e":"No path to a person","uc-edu-business-glyph.59ca4057e1":"A named teacher signs it off","uc-edu-business-glyph.6a2eb00306":"A complaint, not an answer","uc-edu-business-glyph.4bc8f7134e":"The session replays step by step","uc-edu-business-glyph.1d197d39c5":"Where it runs","uc-edu-business-glyph.fe523ba22f":"One surface, every placement","uc-edu-business-glyph.958c43ffa1":"Classroom","uc-edu-business-glyph.25da712972":"On the device","uc-edu-business-glyph.f2f3d66a79":"School","uc-edu-business-glyph.2353d478b3":"On the school server","uc-edu-business-glyph.43de35a015":"EU host","uc-edu-business-glyph.c67a8fdb72":"Pinned to a country","uc-edu-business-glyph.46a62054bf":"Air gapped","uc-edu-business-glyph.002b1d932f":"No outbound link","uc-edu-business-glyph.edf95cc67a":"European by default","uc-edu-business-glyph.bee75c5d6d":"Held by the school","uc-edu-compliance-rail.99f6bb35d5":"GDPR Art. 8","uc-edu-compliance-rail.8c4490cd86":"By design","uc-edu-compliance-rail.e46a65478c":"Children's data is a structural test the platform meets by construction.","uc-edu-compliance-rail.d75a4de2ef":"EU AI Act","uc-edu-compliance-rail.928f925f13":"Built to the spec","uc-edu-compliance-rail.4348006b9e":"Education is high-risk under the Act. Logging and explainability are built in.","uc-edu-compliance-rail.ba0f2e98d7":"ePrivacy","uc-edu-compliance-rail.89b1449fa0":"No tracking of a pupil beyond the session that grounds the decision.","uc-edu-compliance-rail.3dbf83ff89":"DSA","uc-edu-compliance-rail.b7a840276c":"Transparency and appeal paths are product properties, not policy text.","uc-edu-compliance-rail.f814680c84":"Regulatory posture","uc-edu-compliance-rail.c7b91feea7":"Evidence is in the trace, not in the slide","uc-edu-consumer-glyph.2ac0edeb9d":"Ask why, get an answer","uc-edu-consumer-glyph.6238cea959":"Plain words, not a printout","uc-edu-consumer-glyph.4590bc987e":"Why this mark","uc-edu-consumer-glyph.cb8f1eddb7":"The answer points back at what it read","uc-edu-consumer-glyph.da01807ca6":"The page","uc-edu-consumer-glyph.87bc3464c6":"The rubric","uc-edu-consumer-glyph.4022e0744b":"The teacher","uc-edu-consumer-glyph.3562777bc6":"Ask","uc-edu-consumer-glyph.7c762245b8":"Ask why the mark was given.","uc-edu-consumer-glyph.ce3df4d818":"See","uc-edu-consumer-glyph.0ce6c56d9c":"It shows what it read.","uc-edu-consumer-glyph.4e6a710d7f":"Talk","uc-edu-consumer-glyph.dca57e2ddb":"A teacher can explain it.","uc-edu-consumer-glyph.5c0356336d":"Your child's work stays with the school","uc-edu-consumer-glyph.edf95cc67a":"European by default","uc-edu-promise-cards.d7d4692db9":"Every step in plain words","uc-edu-promise-cards.df7a02d93f":"When the AI tutor helps your child, every step names the textbook page or the rule it came from. Not a score, not a number. The actual reason, in words you and your child can read together.","uc-edu-promise-cards.b3d26a1060":"The reason, written down","uc-edu-promise-cards.6e764477f9":"No \"the computer decided\"","uc-edu-promise-cards.dbf505ba23":"One step to a teacher","uc-edu-promise-cards.b48e52ff92":"Behind every AI grade or suggestion is a path to a real person. The teacher sees exactly what the AI saw, in the same order, and can agree with it or change it.","uc-edu-promise-cards.eff61bb134":"A teacher reviews, not a phone tree","uc-edu-promise-cards.8dd7ff3ad1":"The review is signed and dated","uc-edu-promise-cards.33f0177be5":"Your child's work stays in school","uc-edu-promise-cards.f117724ebe":"Your child's essays and answers are kept on computers inside the school or its district. Nothing is sent across the ocean. No company trains its product on your child's work.","uc-edu-promise-cards.fe96f56077":"Kept inside Europe","uc-edu-promise-cards.e9095baa0e":"Never used to train a model","uc-edu-promise-cards.f964980aa3":"You can always ask again","uc-edu-promise-cards.1039220337":"If you, or an official, ask later how a decision was made, the school shows the very same reason, with the same work, against the same rules. It reads the same way years from now.","uc-edu-promise-cards.ef2a52b436":"Answers come back in days","uc-edu-promise-cards.6023070f8d":"The record can be checked","uc-edu-promise-cards.7cd7be2ba2":"Four promises you can hold the school to. In writing, every time.","uc-edu-residency-map.4e2ec95a16":"Same capabilities, same trace, your ground","uc-edu-residency-map.66e460026d":"No re-platforming between tiers","uc-edu-residency-map.1d197d39c5":"Where it runs","uc-edu-residency-map.1a6f6cec30":"Every path stays in Europe","uc-edu-residency-map.eeae4780b0":"userSpaceOnUse","uc-edu-residency-map.271973aefe":"xMidYMid meet","uc-edu-residency-map.0a5eb67bc7":"3 postures, one platform","uc-edu-residency-map.59a27effce":"EU region locked","uc-edu-residency-map.f782a4efb5":"Trace verifies on-site","uc-edu-residency-map.59a081f5e2":"No outbound dependency","uc-edu-residency-map.4dc6ac4c20":"Fully air-gapped for schools with unreliable connectivity. The same capabilities, the same trace, with zero outbound dependency.","uc-edu-residency-map.fdb684884e":"No internet required","uc-edu-residency-map.e01fa717ba":"Offline","uc-edu-residency-map.5f04513fdd":"Data never leaves the building","uc-edu-residency-map.72b4628143":"Standard servers, no GPU mandate","uc-edu-residency-map.dc9880dccb":"The full platform on school or district hardware, no GPU mandate. Same capabilities, same trace, fully under your control.","uc-edu-residency-map.f043068b28":"Your servers, your building","uc-edu-residency-map.27604cb2d6":"On school hardware","uc-edu-residency-map.77999ba8e4":"No transatlantic transfer","uc-edu-residency-map.33a559abb2":"Region pinned to the EU","uc-edu-residency-map.2e87a1a41b":"Managed Fabric, ready on day one through the public Mesh. No customer infrastructure project, with the declared European processing boundary made explicit.","uc-edu-residency-map.34420ed6f0":"Netherlands base, EU-only data paths","uc-edu-residency-map.9b78aaba24":"Managed Mesh","uc-edu-stack-trace.a2fd2b0ba7":"Education, technical, the stack behind the trace","uc-edu-stack-trace.054df38caf":"Every layer writes to the same replayable witness","uc-edu-stack-trace.1405527c71":"witness per session","uc-edu-stack-trace.121c906f69":"4 layers, one proof surface","uc-edu-stack-trace.d42fd23d8e":"existing event bus","uc-edu-stack-trace.2bfa28f891":"EU-pinned or on-prem","uc-edu-stack-trace.68836c550e":"Core","uc-edu-stack-trace.6d525b7156":"Execution","uc-edu-stack-trace.890932b9e1":"deterministic, offline-verifiable","uc-edu-stack-trace.497c2ed8ce":"SHA3-256 chained","uc-edu-stack-trace.1aa2f31ee7":"Ledger","uc-edu-stack-trace.5f174de1cc":"Proof","uc-edu-stack-trace.0b158952f2":"node-level, signed","uc-edu-stack-trace.00cd7c2164":"tracked separately","uc-edu-stack-trace.885eac1f60":"v2, effective on session date","uc-edu-stack-trace.4a86080d67":"Spindle","uc-edu-stack-trace.dec1fccaba":"Knowledge","uc-edu-stack-trace.b609daf149":"explicit, replayable","uc-edu-stack-trace.86efeaa129":"logged inline, per step","uc-edu-stack-trace.3fb2e3e101":"[\"descriptive-writing\", \"rubric-subset\"]","uc-edu-stack-trace.0fed3b96cc":"Loom","uc-edu-stack-trace.e272c597fd":"Reasoning","uc-edu-stack-trace.roleReasoning":"A mixture of domain specialists routes each tutoring step through a small, named set of curriculum and pedagogy domain specialists. The path is explicit, never implicit.","uc-edu-stack-trace.roleKnowledge":"Curriculum and rubric are stored as versioned, provenanced nodes. A session sees the rubric version in force on its date, not the one current today.","uc-edu-stack-trace.roleProof":"Each session emits a signed witness sealed into a hash chain. The witness replays step by step for any past session and verifies offline.","uc-edu-stack-trace.roleExecution":"The platform runs EU-pinned or on school hardware, no GPU mandate. Sessions and traces ride the event bus the school already maintains. No record crosses an unapproved border.","uc-edu-stack-trace.consoleTag":"witness","uc-edu-technical-glyph.b7166dc281":"Tutoring session trace","uc-edu-technical-glyph.c7c8ac2e3d":"One step, one source, one owner","uc-edu-technical-glyph.17d120d8bb":"Replayable","uc-edu-technical-glyph.a4d81396d4":"Attribution","uc-edu-technical-glyph.831105781f":"Every step points back at what it read","uc-edu-technical-glyph.c605f28db5":"On the record","uc-edu-technical-glyph.fda3c3a60b":"Rubric","uc-edu-technical-glyph.6dea9905f0":"version pinned","uc-edu-technical-glyph.68c2cc7f0c":"Model","uc-edu-technical-glyph.81f3bf5200":"build pinned","uc-edu-technical-glyph.89ff31225c":"Owner","uc-edu-technical-glyph.b8971a75b3":"teacher signed","uc-edu-technical-glyph.64e63eea6a":"Residency","uc-edu-technical-glyph.c88cdae185":"EU only","uc-edu-technical-glyph.c0f85d6679":"Replay","uc-edu-technical-glyph.6ea8cadd32":"bit-identical","uc-edu-technical-glyph.caf4b84b80":"How it lands","uc-edu-technical-glyph.a817d7eb8e":"Prompt","uc-edu-technical-glyph.c91c9287c0":"asked","uc-edu-technical-glyph.01335793c7":"Retrieval","uc-edu-technical-glyph.05b4b7c2a2":"cited","uc-edu-technical-glyph.6ecc20c4e7":"Grading","uc-edu-technical-glyph.0f4191a584":"scored","uc-edu-technical-glyph.e29a79fe0c":"Review","uc-edu-technical-glyph.07235a8030":"signed","uc-edu-technical-glyph.4e6d3ceab6":"Textbook","uc-edu-technical-glyph.bb9cf14180":"Policy","uc-edu-technical-glyph.55cbfd1b6c":"Explain","uc-edu-technical-glyph.a93b5aa0e8":"Practise","uc-edu-technical-glyph.aecc49c153":"Grade","uc-edu-technical-glyph.31e9697d43":"Mark","uc-edu-technical-glyph.0abbcbac89":"Every step carries its source","uc-edu-technical-glyph.b4c9a2b222":"Stays on school hardware","uc-edu-trace-bus.743e3634b2":"One artefact, two destinations, EU regions","uc-edu-trace-bus.1b9c3f1d93":"Verified offline, no vendor crypto service in the path","uc-edu-trace-bus.8783f7ba5f":"What the trace carries on the bus","uc-edu-trace-bus.2da0cc7b7d":"Existing LMS event bus","uc-edu-trace-bus.52ffd51436":"no double write","uc-edu-trace-bus.c3ff62de65":"subscribed, single write","uc-edu-trace-bus.37bef23206":"Step-by-step witness, offline verify","uc-edu-trace-bus.2eb26fe866":"Teacher sign-off and timestamp","uc-edu-trace-bus.bde6c366d5":"Rubric version on the session date","uc-edu-trace-bus.c061aa97de":"Source paragraph and rubric clause","uc-edu-trace-bus.0f7c49da96":"EU region, same write","uc-edu-trace-bus.fef75422d3":"LMS gradebook","uc-edu-trace-bus.a19a47aebe":"EU region, append-only","uc-edu-trace-bus.be0e4ddfd8":"Audit store","uc-edu-trace-bus.1badca03a3":"Ed25519, SHA3-256","uc-edu-trace-bus.2f36f97a2e":"Witness sealed","uc-edu-trace-bus.a0919280d6":"LMS session event","uc-edu-trace-bus.a584998ba7":"Tutoring session","use-case-education.hero.eyebrow":"Use Cases, Education","use-case-education.hero.business.titleLead":"The evening a parent","use-case-education.hero.business.titleAccent":"asks why","use-case-education.hero.business.lede":"A parent sits down at the table and asks what the AI tutor told their child, why it graded the essay that way, and where the data went. Today most schools cannot answer any of those questions. The AI system cannot show its working, the data may have left the building, and nobody signed anything a parent can read. This is the evening that changes.","use-case-education.hero.business.ledgerPill":"EU education","use-case-education.hero.business.ledgerValue01":"Why did the AI grade it that way?","use-case-education.hero.business.ledgerValue02":"No school can show the working","use-case-education.hero.business.ledgerValue03":"May have left the school","use-case-education.hero.business.ledgerValue04":"No clear path to a person","use-case-education.hero.business.ledgerValue05":"A complaint, not an answer","use-case-education.hero.business.ledgerValue06":"By design","use-case-education.hero.business.ledgerValue07":"Stays in Europe","use-case-education.hero.business.ledgerValue08":"96% less than a generative stack","use-case-education.hero.consumer.titleLead":"You can ask why","use-case-education.hero.consumer.titleAccent":"the AI said that","use-case-education.hero.consumer.lede":"When a school uses AI to tutor your child, grade their work, or recommend a course, you have the right to understand what happened and why. European law gives you the right to a plain explanation and a path to a human. This is the same evening seen from your side of the table: the moment the school can actually answer the question.","use-case-education.hero.consumer.ledgerPill":"Your rights","use-case-education.hero.consumer.ledgerValue01":"Cited, in writing","use-case-education.hero.consumer.ledgerValue02":"It names the rubric","use-case-education.hero.consumer.ledgerValue03":"It shows the factors","use-case-education.hero.consumer.ledgerValue04":"Always available","use-case-education.hero.consumer.ledgerValue05":"One click away","use-case-education.hero.consumer.ledgerValue06":"Never","use-case-education.hero.consumer.ledgerValue07":"Never","use-case-education.hero.consumer.ledgerValue08":"Always","use-case-education.hero.technical.titleLead":"The trace the parent","use-case-education.hero.technical.titleTail":"can read on Friday","use-case-education.hero.technical.lede":"You are the integrator who has to make Tuesday's parent-teacher evening answerable. Every tutoring step, grade and recommendation has to come back with its source, on hardware the school controls, without a byte crossing a border the DPO did not approve.","use-case-education.hero.technical.ledgerPill":"Education, engineering","use-case-education.hero.technical.ledgerValue01":"Bit-identical, SHA3-256","use-case-education.hero.technical.ledgerValue02":"Textbook paragraph cited","use-case-education.hero.technical.ledgerValue03":"Rubric version on the day","use-case-education.hero.technical.ledgerValue04":"Teacher and timestamp","use-case-education.hero.technical.ledgerValue05":"GDPR Art. 8 by design","use-case-education.hero.technical.ledgerValue06":"EU-pinned or on-prem","use-case-education.hero.technical.ledgerValue07":"Ed25519, SHA3-256","use-case-education.hero.technical.ledgerValue08":"96% less than a generative stack","use-case-education.consumerRights.body":"You are not the headteacher. You are the parent at the table. The same evening that makes the school dig for its records is the evening you finally get a straight answer about your child's tutoring session, their grade, and where their work went.","use-case-education.consumerRights.pillQuestion":"QUESTION","use-case-education.consumerRights.pillSource":"SOURCE","use-case-education.consumerRights.pillTrail":"TRAIL","use-case-education.consumerRights.pillAppeal":"APPEAL","use-case-education.consumerRights.footRights":"You have rights","use-case-education.consumerRights.footDecisions":"Cited decisions","use-case-education.consumerRights.ledgerTitle":"Your child's grade","use-case-education.consumerRights.ledgerStatus":"Explained","use-case-education.consumerRights.metaExplanation":"right to explanation","use-case-education.consumerRights.metaWriting":"in writing","use-case-education.consumerRights.metaSteps":"step by step","use-case-education.consumerRights.metaClick":"one click away","use-case-education.consumerRights.ledgerScope":"Tutoring, grading, course recommendations, admissions","use-case-education.consumerRights.ledgerReason":"A reason for every one","use-case-education.consumerRights.footer":"Education, consumer","use-case-education.9749c8d1e1":"See the answer trail","use-case-education.005fe287ed":"Where the data stays","use-case-education.0e1e6b2f99":"The parent-teacher evening","use-case-education.ed65b5dde1":"The question","use-case-education.2b065c7c9c":"Today","use-case-education.cdc0e951df":"The data","use-case-education.27e5a4182b":"The appeal","use-case-education.66e7a1b0ca":"The risk","use-case-education.c010e3a5e7":"GDPR Art. 8","use-case-education.cec3a9b89b":"Data","use-case-education.f2fcd3f7dc":"Energy","use-case-education.44d69c0805":"What you are owed","use-case-education.b73373bcd2":"How the answer appears","use-case-education.41a1acbef2":"What you get","use-case-education.118f64ebd9":"Every tutoring step","use-case-education.3994c7f921":"Grade explained","use-case-education.1fad30e275":"Course recommended","use-case-education.8eb5d43032":"Right to appeal","use-case-education.c1f43b8fad":"Human review","use-case-education.e618c588a2":"Your child trained on","use-case-education.0f2804c253":"Data leaves school","use-case-education.1c1e1e7cfb":"Teacher in charge","use-case-education.3ab72d74ac":"How the trace attaches","use-case-education.6cc00d3102":"Where it runs","use-case-education.fdbc00bcb3":"Signal surface","use-case-education.c8dae6371b":"Replay","use-case-education.0e570ca6fa":"Source","use-case-education.62845f31a2":"Rule","use-case-education.4b1b8aa360":"Owner","use-case-education.3583a358a5":"Children","use-case-education.b4ec9bba80":"Hosting","use-case-education.df12b8f89b":"Crypto","use-case-education.55d230ca9e":"EU AI Act","use-case-education.82090443b3":"ePrivacy","use-case-education.6c83d4be33":"DSA","use-case-education.0c19779583":"Pick one workflow: tutoring, grading, course recommendations, or admissions. Run it with the school's own curriculum and watch the answer trail assemble as the work happens. Managed through Fabric on the public Dweve Mesh, on school hardware, or fully offline with no internet dependency. No re-platforming between tiers.","use-case-education.9201eb58b3":"Talk to an education engineer","use-case-education.9bb448cbfe":"See where it runs","use-case-education.c341c7fe10":"BEFORE","use-case-education.e4211e4c0e":"The AI runs","use-case-education.446165d93c":"Tutoring sessions, grading, course recommendations. All quietly using an AI tool the school approved months ago.","use-case-education.4638944f51":"TUESDAY","use-case-education.d5727f0f7c":"The parent asks","use-case-education.4a6a139618":"Why did the tutor say that? Why is this grade a B? Where did my child's essays go? Nobody in the room has an answer.","use-case-education.1b2f1a476c":"WEDNESDAY","use-case-education.9e9417dc2b":"The DPO worries","use-case-education.6ccbedb6b1":"The data-protection officer asks whether pupil data left the EEA. The contract is ambiguous. The vendor is in another jurisdiction.","use-case-education.bf9d9bf7fc":"FRIDAY","use-case-education.3fbc6e751e":"The governor asks","use-case-education.1a131224e3":"The school board wants to know whether the AI decisions can be defended. Nobody has a replayable record of a single tutoring step.","use-case-education.42a2cbbed8":"HALLUCINATION","use-case-education.f6a92a1cc2":"Invented citations.","use-case-education.b8211ac945":"A generative model confidently cites a textbook page that does not say what the model claims. A parent or teacher who checks the source finds nothing.","use-case-education.d83da861fe":"Invented","use-case-education.3eed5a5aec":"Unverifiable","use-case-education.f929b6962a":"BLACK BOX","use-case-education.ac3110bd8c":"No replayable reason.","use-case-education.a790bd9f6f":"A grade is not an explanation. The right-to-explanation question cannot be answered by a rubric score after the fact with no working shown.","use-case-education.7874ef46b6":"No working","use-case-education.4647f63c1f":"Unexplained","use-case-education.37931a967b":"SOVEREIGNTY","use-case-education.2b08fa6ea4":"Pupil data on foreign ground.","use-case-education.3bfad3ef07":"EU children's data on a US-hosted endpoint falls under foreign jurisdiction. GDPR Article 8 is a structural test, not a contractual one.","use-case-education.afee1602fb":"Foreign ground","use-case-education.13de73d8f7":"Leaves EU","use-case-education.25806b3b4f":"TRAINING","use-case-education.73a3de7df4":"Your pupils feeding someone else's model.","use-case-education.9245384373":"Most consumer AI tools train on user data by default. A school cannot sign a contract that trains a foreign model on essays written by minors.","use-case-education.1cfb1cac52":"Trains on data","use-case-education.17a37306bd":"No consent","use-case-education.3ecf0933bb":"The evening","use-case-education.ea024ce753":"The questions are asked.","use-case-education.49e20f131d":"Nobody has the answers.","use-case-education.e4491894b9":"WHY GENERIC AI FAILS THE EVENING","use-case-education.ce36dd1fc6":"Four structural gaps","use-case-education.08cbd764e5":"Hallucination","use-case-education.441f143db3":"It invents a source instead of citing the textbook page that grounded the step.","use-case-education.53c1f76aec":"Black box","use-case-education.ce59f0e994":"A score is not a reason a parent or examiner can read.","use-case-education.8e3b1dc3e3":"Sovereignty","use-case-education.3657cffd42":"Foreign-hosted pupil data fails Article 8 structurally.","use-case-education.36a798e3f3":"Training","use-case-education.6151e97616":"Consumer AI tools may train on your pupils' work without a clear contract.","use-case-education.ba317d53ab":"Fabric for the teaching team","use-case-education.ec7b3402fb":"The session, the rubric,","use-case-education.e52744c974":"and the source in one place.","use-case-education.30984250fd":"WHAT CHANGES THIS EVENING","use-case-education.5d39c8eeeb":"Four outcomes","use-case-education.599f98ed41":"The source","use-case-education.a9ba351787":"No more \"the AI said so.\" Every tutoring step names the textbook paragraph it came from.","use-case-education.1dabba21cd":"✓","use-case-education.c94a3f536e":"The rubric","use-case-education.b80cde57e9":"The assessment criteria in force on the day of the session are the ones attached to the grade, not the ones current today.","use-case-education.5953201fae":"The teacher","use-case-education.74f372cb84":"The teacher who reviewed the session, the timestamp, and the sign-off state sit in the same view.","use-case-education.3c20a58e11":"The reply","use-case-education.28b83aec0c":"The parent's question is a retrieval, ready before the evening instead of reconstructed during it.","use-case-education.7a17d95939":"Tutoring sessions","use-case-education.ed6c2e7e04":"Curriculum","use-case-education.fb7b7029d7":"Grades","use-case-education.aaca9c353e":"Parent notes","use-case-education.debe26c4ec":"descriptive-writing-rubric-v2.pdf","use-case-education.aa19de9e2c":"session-thursday-4b-essay.pdf","use-case-education.a9e67ea913":"Why did the AI tutor give my child a B on the descriptive essay?","use-case-education.74a3c12435":"Steps cited","use-case-education.8a8e65a6d2":"Opaque decisions","use-case-education.efb02cbb18":"Under a minute","use-case-education.30d6314198":"Why not a commercial chatbot","use-case-education.856ab99fcd":"A chatbot gives an answer.","use-case-education.daee450326":"The evening needs a trail.","use-case-education.0e097d9fa4":"HOW A TRAIL STARTS","use-case-education.bea02bab3e":"Four steps, one record","use-case-education.6d2201e6b8":"Choose the tutoring session, grading decision, or course recommendation the parent asked about.","use-case-education.9251b1cc9b":"Run with sources","use-case-education.3859620a0d":"Attach the curriculum version and the rubric the session used.","use-case-education.2b7e68b4bd":"Review the trail","use-case-education.93c2db31ae":"Source, rubric, teacher sign-off, and decision state are recorded as the work moves.","use-case-education.74c97b5add":"Walk it with the parent","use-case-education.eebea30c14":"The same session comes back step by step, in under a minute.","use-case-education.b28e10173f":"An answer with no trail.","use-case-education.3310b611f2":"The response lands in a chat window with no textbook source, no rubric version, no teacher sign-off, and nothing a parent can walk through.","use-case-education.e512d79d77":"A record you can show.","use-case-education.d6d108c05d":"The session finishes with the source cited, the rubric pinned, the teacher named, and a trail that replays the same way twice.","use-case-education.b3c4449e28":"The replay","use-case-education.9c2d15a8a1":"Where it runs, and what it satisfies","use-case-education.5e4e40192a":"Start with the managed service.","use-case-education.12ec954d75":"Keep the data in school.","use-case-education.f4de479caf":"WHERE IT RUNS","use-case-education.2a09d69b9a":"One platform, three postures","use-case-education.ef1e701899":"Business Workspace","use-case-education.5c46b3e967":"Netherlands base, EU-only data paths. Ready on day one, no infrastructure project required.","use-case-education.30b723e191":"Managed Mesh","use-case-education.d6cf699750":"Your servers, your building","use-case-education.b13ad355cd":"Run the full platform on school or district hardware. Same capabilities, same trace, fully under your control.","use-case-education.c093a89ddc":"On school hardware","use-case-education.d172ca8b55":"No internet required","use-case-education.96dcc62cbc":"Deploy fully offline for schools with unreliable connectivity. The same capabilities, the same trace, with no outbound dependency.","use-case-education.a1794783aa":"Offline","use-case-education.2a6efd578d":"SOURCING","use-case-education.b94b2e36c4":"Every answer traces back to curriculum you own.","use-case-education.ef101027a2":"Tutoring steps cite the textbook paragraph, the rubric clause, or the policy version your school authored. Nothing is invented. The source is in the trail.","use-case-education.64d3c19754":"PROOF","use-case-education.f54abcc616":"Every session carries its own trail.","use-case-education.2ba291932a":"Source, rubric, teacher sign-off, and replay attach as the session happens. The parent evening answer is a retrieval, not a reconstruction.","use-case-education.29a48d11d4":"Pupil data stays where you decide","use-case-education.a78cc47a5d":"Managed through Fabric on the public Dweve Mesh, on school hardware, or air-gapped. No pupil record crosses a border you did not approve. GDPR Article 8 by design.","use-case-education.9de24aafce":"How trust works","use-case-education.9757161385":"Think about how a parent accepts an explanation.","use-case-education.b12ecac53b":"SOURCE CITED","use-case-education.cd1d125f91":"RUBRIC APPLIED","use-case-education.f83eab4d36":"TEACHER SIGNED","use-case-education.876a2c2310":"REPLAY READY","use-case-education.a00fb0c507":"Accepted","use-case-education.1c5cb9921c":"QUESTION","use-case-education.683b863e14":"You ask why","use-case-education.99ca7d96e5":"Your child got a B. The AI was involved. European law gives you the right to a plain explanation of any automated decision that affected them.","use-case-education.56ccd012fa":"SOURCE","use-case-education.e06e7b68b6":"You see the source","use-case-education.3a984b41cc":"The explanation names the textbook paragraph and the rubric clause the AI used. Not a score. The actual reasoning, in writing.","use-case-education.bba3d50f19":"TRAIL","use-case-education.413df20242":"You walk the steps","use-case-education.f7a52edbcc":"The tutoring session replays step by step. You see what the AI said, what it cited, and what the teacher confirmed.","use-case-education.0ddc335dad":"APPEAL","use-case-education.9c8850d997":"A teacher reviews","use-case-education.48d2d0c2a4":"You can ask the teacher to look again. They see what the AI saw, in the order it saw it, and sign off on the final call.","use-case-education.fe03465eeb":"Your side of the evening","use-case-education.a97128d0df":"The school owes you","use-case-education.160dc0a663":"an answer, not a score","use-case-education.efcb460cb0":"WHAT GENERIC AI GETS WRONG","use-case-education.3ac52c9751":"On your side of the table","use-case-education.2d1f197cb7":"No source given","use-case-education.fa662c06b9":"A confidence score is not an answer you can read or check.","use-case-education.2dc28c94b2":"No appeal path","use-case-education.f4b71cc9d9":"No clear way to reach the teacher who can look again.","use-case-education.6fcf458dc5":"Foreign servers","use-case-education.82d9697c86":"Your child's work may have left the EU without a clear contract.","use-case-education.56d88cde41":"Trained on your child","use-case-education.4bb78d153c":"Consumer AI tools may use your child's essays to train a product for someone else.","use-case-education.e8d00a9b9e":"Step by step","use-case-education.8e3a05bfd0":"From your child's session","use-case-education.dabe57ed90":"to the reason.","use-case-education.85c483fc9f":"YOUR DECISION PATH","use-case-education.f2aeb524af":"How an answer appears","use-case-education.99febe4e7b":"Curriculum set","use-case-education.2c27652925":"The teacher defines the topics, the rubric, and the level the session should follow.","use-case-education.fafbfec78d":"Session runs","use-case-education.41333812b1":"The AI works through the material with your child, citing sources at each step.","use-case-education.f203a015d3":"Answer given","use-case-education.7424690bd6":"The grade or recommendation arrives with its reason, and the teacher reviews it.","use-case-education.55d8fb5869":"Stored for replay","use-case-education.622d62f939":"The session is kept and can be walked through or appealed on request.","use-case-education.0a25d0aed6":"Your child's sessions","use-case-education.de30aeb120":"Explanations","use-case-education.03e8c5a569":"Appeals","use-case-education.a97721c70b":"The promise","use-case-education.eb8a2e759f":"AI in the classroom.","use-case-education.ffdb4af513":"Your child in the front seat.","use-case-education.97bac76676":"Every output is a step the teacher approves. You can ask why, you can appeal, and you can require a human review. Your child's data stays in school. The session record names the textbook source the tutor used, the rubric that applied and the teacher who signed, so an appeal starts from the same record the school holds.","use-case-education.33b68f3d34":"WHAT YOU GET","use-case-education.d52932dcde":"On your side","use-case-education.22f83aa5ff":"Click to appeal","use-case-education.5c80fc1573":"Always available, always logged.","use-case-education.883b06fc91":"Your child's data stays inside Europe.","use-case-education.c302658c80":"Foreign training","use-case-education.09ec6d77b0":"No model trained on your child's work.","use-case-education.b9d8d7a8f3":"To an answer","use-case-education.4e5cf27a4c":"Explanation requests answered fast.","use-case-education.182e63295e":"The stack behind the trace","use-case-education.5eba9c1ec0":"Four layers.","use-case-education.afd50bb592":"One proof surface.","use-case-education.0fd630efb7":"WHAT THE TRACE CARRIES","use-case-education.8a15a7d904":"Attached per session","use-case-education.e4505cd563":"The exact textbook paragraph or rubric clause the session used.","use-case-education.f13a785009":"Rubric","use-case-education.16c98be74f":"The curriculum version in force on the session date.","use-case-education.89eebf96ac":"The reviewing teacher, timestamp, and sign-off state.","use-case-education.830cc2c676":"A step-by-step witness, verifiable offline.","use-case-education.c57dc11fc0":"Walk through the descriptive essay tutoring session from Thursday.","use-case-education.e84fa75f99":"Replay class","use-case-education.32cd9f10ac":"Chain seal","use-case-education.151b81ef86":"Verifiable","use-case-education.1920f8e6a8":"Where it runs, and how the trace travels","use-case-education.9b19ffd294":"On school hardware.","use-case-education.7824bf8323":"On your existing LMS bus.","use-case-education.da83f29b3d":"DEPLOYMENT POSTURE","use-case-education.d06b3ac01e":"Netherlands base, EU-only data paths. No infrastructure project to start.","use-case-education.fbb36f3f97":"School hardware, school building","use-case-education.47f313ba8b":"The full platform on standard servers, no GPU mandate. Same trace, fully under your control.","use-case-education.7157558738":"On-prem","use-case-education.c4d5eb7857":"Isolated for schools with no reliable connection. Same capabilities, same trace, zero outbound dependency.","use-case-education.b697dd6a71":"Use Cases","use-case-education.512ab3c6b9":"Education","use-case-education.5d0b2f6bd4":"OBSERVED","use-case-education.80db3832a5":"OUTCOMES","use-case-education.de7b2b8384":"Fabric","use-case-education.d9f137f603":"Fabric for the teaching team. Tutoring sessions, grades, curriculum, and parent review in one workspace.","use-case-education.53ffe08bf9":"The trail the parent walks through in under a minute.","use-case-education.d072aa117d":"WORKFLOW","use-case-education.f6d9196699":"4 COUNTS","use-case-education.feb892b2eb":"DEPLOYMENT","use-case-education.35e0d0360a":"LIVE","use-case-education.e2950e92bd":"Your school","use-case-education.84cb72a091":"The same record, in plain words. The reason, the source, and a one-click path to the teacher.","use-case-education.238ee60d26":"WITNESS","use-case-education.49fd89514a":"How a session comes back step by step","use-case-education.tech.contract.eyebrow":"THE SESSION CONTRACT","use-case-education.tech.contract.lead":"Give every session one shape","use-case-education.tech.contract.accent":"Before tutoring begins","use-case-education.tech.contract.body":"Pupil identifier, rubric version, session time, and teacher sign-off move through one typed contract. The learning platform does not need to expose the rest of its data model.","use-case-education.tech.policy.eyebrow":"VERSIONED RUBRICS","use-case-education.tech.policy.lead":"Teach from the rubric in force","use-case-education.tech.policy.accent":"Then keep it with the session","use-case-education.tech.policy.body":"A rubric change cannot rewrite an older explanation. The session pins the exact curriculum and rubric versions before the first step, then cites them throughout the trace.","use-case-education.tech.policy.owner":"Curriculum owner","use-case-education.tech.policy.clause01":"Structure criteria and expected evidence","use-case-education.tech.policy.clause02":"Vocabulary band and permitted guidance","use-case-education.tech.policy.clause03":"Teacher review and sign-off requirement","use-case-education.tech.verify.eyebrow":"SESSION TEST GATE","use-case-education.tech.verify.lead":"Test the tutoring path","use-case-education.tech.verify.accent":"Across known pupil cases","use-case-education.tech.verify.body":"Fixed sessions exercise rubric boundaries, missing evidence, and teacher overrides in CI. A release cannot change the recorded step sequence without an explicit fixture update and review.","use-case-education.tech.replay.eyebrow":"THE SESSION MANIFEST","use-case-education.tech.replay.lead":"Reopen the exact lesson","use-case-education.tech.replay.accent":"Without reopening pupil systems","use-case-education.tech.replay.body":"Prompt, rubric, step trace, and teacher sign-off travel as one sealed packet. A school can replay the explanation offline without querying the live pupil record.","use-case-education.tech.footer":"Education, technical","use-case-education.ui.closeHeadline":"Start with the question you most dread at the next parent evening","use-case-education.ui.business.eveningBody":"A headteacher does not buy a platform. She survives a parent evening. The parent wants to know what the AI told their child, why it graded the essay that way, and where the data went. Right now the school cannot answer any of those three questions.","use-case-education.ui.business.stageMetaNoTrail":"no trail kept","use-case-education.ui.business.stageMetaQuestions":"four questions, no answers","use-case-education.ui.business.stageMetaResidency":"unknown residency","use-case-education.ui.business.stageMetaRecord":"no record, no defence","use-case-education.ui.business.workspaceBody":"The same evening, with the platform in place. The parent asks why the essay was graded a B, and the teacher pulls up the session in one workspace where the rubric, the tutor steps, and the textbook source already sit together. Every tutoring step names the textbook paragraph it came from, and the rubric attached is the one in force on the day of the session, not the one current today. The teacher who reviewed it, the timestamp and the sign-off state sit in the same view, so the parent's question is a retrieval rather than an evening of reconstruction.","use-case-education.ui.business.proofLede":"The answer trail is created as the tutoring session happens, not reconstructed the evening the parent asks. Source, rubric, teacher sign-off, and replay are attached while the work moves, so the parent evening is a retrieval, not a reconstruction.","use-case-education.ui.business.traceSourceRule":"SOURCE","use-case-education.ui.business.traceSource":"Textbook paragraph, exact version cited","use-case-education.ui.business.traceRubricRule":"RUBRIC","use-case-education.ui.business.traceRubric":"Assessment rubric in force on the date of the session","use-case-education.ui.business.traceOwnerRule":"OWNER","use-case-education.ui.business.traceOwner":"Teacher who reviewed, timestamp, and sign-off state","use-case-education.ui.business.traceReplayRule":"REPLAY","use-case-education.ui.business.traceReplay":"Compact packet the parent can walk through in under a minute","use-case-education.ui.business.versusBody":"You tried a commercial chatbot in the classroom. It gave confident answers with no sources, stored the prompts offshore, and left no trail a teacher could show a parent. A chat box completes the homework. Dweve finishes the parent evening with the record attached.","use-case-education.ui.business.deployBody":"Two questions decide procurement: where does it run, and which rules does it satisfy. It runs managed through Fabric on the public Dweve Mesh, on school hardware, or fully air-gapped, with no re-platforming between tiers. GDPR Article 8, the EU AI Act, and ePrivacy are design constraints the platform satisfies by construction, not posture added after the parent evening gets harder.","use-case-education.ui.business.pillBefore":"BEFORE","use-case-education.ui.business.pillTuesday":"TUESDAY","use-case-education.ui.business.pillWednesday":"WEDNESDAY","use-case-education.ui.business.pillFriday":"FRIDAY","use-case-education.ui.business.fourGaps":"Four gaps","use-case-education.ui.business.eachBlocks":"Each blocks the evening","use-case-education.ui.business.footer":"Education, business","use-case-education.ui.business.ledgerTitle":"One parent-teacher evening","use-case-education.ui.business.ledgerStatus":"Answers due","use-case-education.ui.business.ledgerScope":"Tutoring, grading, course recommendations, admissions","use-case-education.ui.business.ledgerRecord":"One record per decision","use-case-education.ui.business.failureLede":"The four reasons a generative model cannot survive this evening, kept as the problem, not the pitch.","use-case-education.ui.business.quote":"A school cannot hand a parent a chat log and call it an explanation. It has to show the source, the rubric, and the person who signed off. That is not a compliance requirement. It is what teaching has always meant.","use-case-education.ui.business.pillTutoring":"TUTORING","use-case-education.ui.business.pillGrading":"GRADING","use-case-education.ui.business.pillCurriculum":"CURRICULUM","use-case-education.ui.business.pillReview":"REVIEW","use-case-education.ui.business.thisEvening":"This evening","use-case-education.ui.business.everySession":"Every session","use-case-education.ui.business.workspaceBadge":"TEACHING WORKSPACE","use-case-education.ui.business.pinnedParent":"Parent evening, Tuesday","use-case-education.ui.business.pinnedEssay":"Essay grading, class 4B","use-case-education.ui.business.pinnedCurriculum":"Curriculum update, term 3","use-case-education.ui.business.threadTitle":"Parent evening, essay grade review","use-case-education.ui.business.workspaceQuestion":"A parent is asking why their child received a B on the descriptive essay assignment last Thursday. What can I show them?","use-case-education.ui.business.workspaceAnswer":"The session on Thursday used the term-3 descriptive writing rubric, version 2. The tutor awarded a B because the essay met the structure and vocabulary criteria but did not include a concluding paragraph, which the rubric requires for an A. The tutor cited the rubric clause and the relevant textbook section at each step. The full session, with the rubric version and every tutoring step, is ready to walk through with the parent.","use-case-education.ui.business.workspaceMeta":"Sources attached, session ready to replay","use-case-education.ui.business.workspaceInput":"Ask about a session, a grade, or a curriculum rule","use-case-education.ui.business.workspaceSuggestionRubric":"Show the rubric version in force that day","use-case-education.ui.business.workspaceSuggestionSteps":"Walk through the tutoring steps","use-case-education.ui.business.workspaceSuggestionReplay":"Replay this session for the parent","use-case-education.ui.business.workspaceSuggestionData":"Show what data stays in school","use-case-education.ui.business.answerPanel":"The answer trail","use-case-education.ui.business.parentAsks":"THE PARENT ASKS","use-case-education.ui.business.recordShows":"THE RECORD SHOWS","use-case-education.ui.business.proofAnswer":"The term-3 descriptive writing rubric, version 2, was applied. The tutor awarded a B because the essay met the structure and vocabulary criteria but did not include a concluding paragraph, which the rubric requires for an A. The teacher reviewed and confirmed the grade on Thursday afternoon. The full session replays step by step, with the rubric, the sources, and the teacher sign-off on one screen.","use-case-education.ui.business.replayValue":"Replay","use-case-education.ui.business.pillSource":"THE SOURCE","use-case-education.ui.business.pillRubric":"THE RUBRIC","use-case-education.ui.business.pillTeacher":"THE TEACHER","use-case-education.ui.business.pillReplay":"THE REPLAY","use-case-education.ui.business.fourSteps":"Four steps","use-case-education.ui.business.oneAnswerTrail":"One answer trail","use-case-education.ui.business.sideBySide":"SIDE BY SIDE","use-case-education.ui.business.commercialChatbot":"COMMERCIAL CHATBOT","use-case-education.ui.business.rowSourceLeft":"The textbook paragraph that grounded the step","use-case-education.ui.business.rowSourceRight":"A plausible citation, possibly invented","use-case-education.ui.business.rowRubricLeft":"The rubric version in force on the day","use-case-education.ui.business.rowRubricRight":"A score with no version attached","use-case-education.ui.business.rowTeacherLeft":"Teacher sign-off and session state recorded","use-case-education.ui.business.rowTeacherRight":"No reviewer, no timestamp","use-case-education.ui.business.rowReplayLeft":"Step-by-step replay, under a minute","use-case-education.ui.business.rowReplayRight":"A chat log that will not reproduce","use-case-education.ui.business.fourCounts":"Four counts, weighed","use-case-education.ui.business.recordOnEveryOne":"A record on every one","use-case-education.ui.business.pillHostedEu":"MANAGED MESH","use-case-education.ui.business.pillSchoolHardware":"ON SCHOOL HARDWARE","use-case-education.ui.business.pillOffline":"OFFLINE","use-case-education.ui.business.onePlatform":"One platform","use-case-education.ui.business.noReplatforming":"No re-platforming","use-case-education.ui.business.logSourced":"sourced","use-case-education.ui.business.logActive":"active","use-case-education.ui.business.logSource":"Source from your curriculum library","use-case-education.ui.business.logRubric":"Rubric version pinned to session date","use-case-education.ui.business.logAnswerTrail":"answer-trail","use-case-education.ui.business.logSealed":"sealed","use-case-education.ui.business.logRecorded":"Source, rubric, teacher recorded","use-case-education.ui.business.logReplayReady":"Replay ready, under a minute","use-case-education.ui.business.logResidency":"residency","use-case-education.ui.business.logConfirmed":"confirmed","use-case-education.ui.business.logRegion":"Region: Netherlands, EU-only","use-case-education.ui.business.logNoOutbound":"No outbound dependency in air-gap","use-case-education.ui.business.recognitionParagraphOne":"Source, rubric, and replay are product properties, not compliance decorations added after the parent starts asking harder questions. That is what makes the parent evening hold.","use-case-education.ui.business.recognitionParagraphTwo":"The answer trail is created as the tutoring session happens, not reconstructed later. Every step carries the source it came from, the rubric applied, the teacher who signed off, and a replay path the parent can walk.","use-case-education.ui.business.review":"Review","use-case-education.ui.business.live":"live","use-case-education.ui.business.recognitionFootline":"Fabric assembles this trail as the session happens","use-case-education.ui.consumer.stepsBody":"Behind every tutoring session is a simple, repeatable process. The teacher defines the topics, the rubric and the level the session should follow, and the system works through that material with your child step by step, citing sources as it goes. The grade or recommendation arrives with its reason, and the teacher reviews it before it reaches you. Every step is recorded as it happens, so the session can be walked through or appealed on request, with the rubric version the teacher set for that session rather than the one in use today, so an appeal argues about the same session the teacher saw.","use-case-education.ui.consumer.pillCurriculum":"CURRICULUM","use-case-education.ui.consumer.pillSession":"SESSION","use-case-education.ui.consumer.pillAnswer":"ANSWER","use-case-education.ui.consumer.quietAuditable":"Quiet, auditable","use-case-education.ui.consumer.appealFriendly":"Appeal friendly","use-case-education.ui.consumer.footer":"Education, consumer","use-case-education.ui.consumer.workspaceBadge":"WHY THIS GRADE","use-case-education.ui.consumer.pinnedEssay":"Essay grade, Thursday","use-case-education.ui.consumer.pinnedMaths":"Maths tutoring trail","use-case-education.ui.consumer.threadTitle":"Why did my child get a B on the essay?","use-case-education.ui.consumer.workspaceQuestion":"My child got a B on the descriptive essay and I want to understand why.","use-case-education.ui.consumer.workspaceAnswer":"The term-3 descriptive writing rubric was used for the session on Thursday. Your child met the structure and vocabulary criteria, which is strong work. The rubric requires a concluding paragraph for an A, and that section was not included. The tutor flagged this during the session and pointed to the relevant rubric clause and the textbook example. The teacher confirmed the grade on Thursday afternoon. You can walk through every tutoring step, or ask the teacher to review it.","use-case-education.ui.consumer.workspaceMeta":"Reason attached, appeal in one click","use-case-education.ui.consumer.workspaceInput":"Ask why a decision was made","use-case-education.ui.consumer.workspaceSuggestionSteps":"Walk through the tutoring steps","use-case-education.ui.consumer.workspaceSuggestionReview":"Ask the teacher to review this","use-case-education.ui.consumer.workspaceSuggestionRubric":"Show the rubric clause","use-case-education.ui.consumer.pillCited":"CITED","use-case-education.ui.consumer.pillAppealable":"APPEALABLE","use-case-education.ui.consumer.pillYourData":"YOUR DATA","use-case-education.ui.consumer.daysValue":"Days","use-case-education.ui.consumer.yourRights":"Your rights","use-case-education.ui.consumer.inWriting":"In writing","use-case-education.ui.technical.eveningBody":"You are the integrator behind the parent evening. When a parent names a session, you are the one who has to make it come back step by step, with the source, the rubric version, and the teacher sign-off, on hardware the school controls. The work is attaching a trace to a tutoring session and routing it through the stack the school already runs. The rest of this track walks that stack in order: the determinism contract, the policy boundary, verification, the trace itself, the replay manifest, and where it runs.","use-case-education.ui.technical.deployBody":"Two questions decide the integration: where it runs, and how the trace travels. It runs managed through Fabric on the public Dweve Mesh, on school servers, or air-gapped, with no re-platforming between tiers. The trace rides the LMS event bus you already maintain, so the same artefact lands in audit storage without a double write.","use-case-education.ui.technical.pillReasoning":"REASONING","use-case-education.ui.technical.pillKnowledge":"KNOWLEDGE","use-case-education.ui.technical.pillProof":"PROOF","use-case-education.ui.technical.pillExecution":"EXECUTION","use-case-education.ui.technical.fourFields":"Four fields","use-case-education.ui.technical.everySession":"On every session","use-case-education.ui.technical.footer":"Education, technical","use-case-education.ui.technical.pillMinimalData":"MINIMAL DATA","use-case-education.ui.technical.pillTyped":"TYPED","use-case-education.ui.technical.pillVersioned":"VERSIONED","use-case-education.ui.technical.rubricRegistry":"Rubric registry","use-case-education.ui.technical.sessionBus":"Session bus","use-case-education.ui.technical.pillCurriculum":"CURRICULUM","use-case-education.ui.technical.pillEffectiveDated":"EFFECTIVE-DATED","use-case-education.ui.technical.pillReviewed":"REVIEWED","use-case-education.ui.technical.pillFixtures":"FIXTURES","use-case-education.ui.technical.pillTraceMatch":"TRACE MATCH","use-case-education.ui.technical.pillCiGuarded":"CI-GUARDED","use-case-education.ui.technical.sessionFixtures":"Session + rubric fixtures","use-case-education.ui.technical.proofLede":"The witness is built incrementally as the tutoring session happens. On a clean session it is empty and the wire path is unchanged. When the parent asks, the slice is extracted from the chain and replayed, with the source, the rubric version, and the teacher sign-off intact.","use-case-education.ui.technical.sessionTrace":"The session trace","use-case-education.ui.technical.parentReplays":"THE PARENT REPLAYS","use-case-education.ui.technical.witnessReturns":"THE WITNESS RETURNS","use-case-education.ui.technical.proofAnswer":"The term-3 descriptive writing rubric version 2 was applied. The tutor worked through the session step by step, citing the rubric clause and the textbook paragraph at each step. The B grade reflects the structure and vocabulary criteria met, with the concluding paragraph missing as the rubric requires for an A. The teacher reviewed and confirmed on Thursday afternoon. The witness replays step by step, the chain segment verifies offline, and the teacher sign-off is recorded alongside the system reasoning.","use-case-education.ui.technical.decide":"DECIDE","use-case-education.ui.technical.decideDetail":"Curriculum domain specialists route the session, constraints fired logged","use-case-education.ui.technical.ground":"GROUND","use-case-education.ui.technical.groundDetail":"Rubric version effective on session date attached","use-case-education.ui.technical.prove":"PROVE","use-case-education.ui.technical.proveDetail":"Witness emitted and sealed into the hash chain","use-case-education.ui.technical.replay":"REPLAY","use-case-education.ui.technical.replayDetail":"Slice extracted and verified offline by teacher or parent","use-case-education.ui.technical.stepByStep":"Step-by-step","use-case-education.ui.technical.offline":"Offline","use-case-education.ui.technical.pillOffline":"OFFLINE","use-case-education.ui.technical.lmsRubricRegistry":"LMS / rubric registry","use-case-education.ui.technical.pillHostedEu":"MANAGED MESH","use-case-education.ui.technical.pillOnPrem":"ON-PREM","use-case-education.ui.technical.onePlatform":"One platform","use-case-education.ui.technical.noReplatforming":"No re-platforming","use-case-education.8728d26f80":"Four moments in one week, and no record joining them yet.","use-case-education.0b51360ea6":"One question in the workspace returns the session with its sources attached.","use-case-education.5dec8f211a":"The answer trail","use-case-education.a1f57c1ecf":"The trail is written as the session runs, so answering the parent is retrieval.","use-case-education.ba6cc95a9f":"The same four counts settle every tutoring, grading and recommendation answer.","use-case-education.fea976335f":"Where it runs and which rules it satisfies are settled before the first session.","use-case-education.a2beb404ed":"Think about how a parent","use-case-education.5a30795970":"accepts an explanation","use-case-education.c121b025bb":"Four things you can ask for about a decision made about your child.","use-case-education.eea100bb3e":"The same answer comes back the same way, step by step, whenever you ask.","use-case-education.a38f0313f0":"Four promises, written down, that you can hold the school to.","use-case-education.8e2ca7b09d":"Four layers, and the one proof surface that spans all four.","use-case-education.008a46f3ae":"One typed session contract over the systems the school already runs.","use-case-education.80c3ce6c4c":"The rubric version in force on the day is the version the answer cites.","use-case-education.3de8bd6981":"The suite runs where the platform runs, on the school's own hardware.","use-case-education.adc7d0e0d4":"The witness slice is extracted from the chain and replayed intact.","use-case-education.8f842fffd3":"Four artefacts reproduce one session, bit for bit, on any of the three tiers.","use-case-education.d2423bd029":"One artefact reaches audit storage and the gradebook without a double write.","use-case-education.4b67cf99aa":"Dweve is a deterministic decision layer. The rule that fired, the source it came from, the rubric version in force and the person who signed off travel with the answer as it is produced, and the same inputs replay to the same answer. You tried a commercial chatbot in the classroom. It gave confident answers with no sources, stored the prompts offshore, and left no trail a teacher could show a parent. Tutoring, grading, curriculum planning and review are different pieces of work with the same obligation, and the record is written the same way for each.","use-case-education.df5b6eddd9":"Dweve is a deterministic decision layer with bit-exact replay: the same inputs return the same answer, and the working is recorded as the answer is produced rather than reconstructed afterwards. Two questions then decide procurement: where does it run, and which rules does it satisfy. It runs managed through Fabric on the public Dweve Mesh, on school hardware, or fully air-gapped, with no re-platforming between tiers. GDPR Article 8, the EU AI Act, and ePrivacy are design constraints the platform satisfies by construction.","use-case-education.ab6f92821b":"Dweve is a deterministic decision layer with bit-exact replay, so the artefact that leaves the platform is the artefact that can be re-derived later. Two questions then decide the integration: where it runs, and how the trace travels. It runs managed through Fabric on the public Dweve Mesh, on school servers, or air-gapped, with no re-platforming between tiers. The trace rides the LMS event bus you already maintain, so the same artefact lands in audit storage without a double write.","use-case-education.56c01da439":"Determinism is asserted in the suite, not promised in prose, and the same oracle runs on the school hardware the platform runs on. Fixed sessions exercise rubric boundaries, missing evidence, and teacher overrides in CI. A release cannot change the recorded step sequence without an explicit fixture update and review, and the same gate covers the grading, course recommendation and admissions paths rather than the tutoring path alone.","use-case-education.25f4a479ae":"The same evening arrives for a grading decision, a course recommendation and an admissions decision. Only the noun changes.","use-case-education.d2f9577eb6":"Nothing in the week is unusual. What is missing is a record that joins the four moments, so each question is answered from memory.","use-case-education.aaa9579af5":"The same four counts decide a tutoring session, a grading decision, a course recommendation and an admissions decision. Nothing about the trail changes when the decision type does.","use-case-education.6211a9b466":"A chat box completes the homework. Dweve finishes the parent evening with the record attached, and the record has the same shape whichever decision the parent asks about.","use-case-education.07a0cd0f64":"This holds for any decision the school made with an AI tool, not only a grade. A tutoring session, a course recommendation and an admissions decision are answered the same way.","use-case-education.459de319ef":"You do not have to know how any of it works. The school shows you what the tool was working from, what it said, and who checked it before it counted.","use-case-education.5d3b67e24e":"Each layer writes into the same witness, so the proof surface spans reasoning, knowledge, proof and execution rather than sitting beside them.","use-case-education.333d4c6302":"The stack does not change with the decision type. A grading decision and a course recommendation cross the same four layers and leave the same shaped record.","use-case-education.617242474a":"Attached while the work moves","use-case-education.3b5179ec60":"Retrieval, not reconstruction","use-case-education.23b955faad":"Built while the session runs","use-case-education.3a742790a1":"Extracted on request","use-case-education.35a4f576e0":"One parent-teacher evening","use-case-education.6f176ec1bc":"The four moments of one evening, and the record none of them leaves.","use-case-education.91012067b1":"Answers due","use-case-education.8bc0dcfb10":"four moments","use-case-education.0f0ebabc88":"Four ways an answer fails the evening","use-case-education.1514417eae":"An itemised account of the four structural gaps, kept as the problem.","use-case-education.2e159b4438":"Observed","use-case-education.0754f17577":"four counts","use-case-education.7eb70da242":"A record you can show","use-case-education.edd4b4c867":"The four counts of an answer, weighed side by side.","use-case-education.c722ab6e8a":"Four counts","use-case-education.b52191701f":"weighed side by side","use-case-education.daedfdd24e":"Where the work runs","use-case-education.b9b0fcc026":"Three deployment postures over one European processing boundary.","use-case-education.eb3ce41d38":"What travels with every answer","use-case-education.6aec3f95c2":"Sourcing, proof and sovereignty, each with the log line it writes.","use-case-education.8cc7acb8f3":"Confirmed","use-case-education.e601027d33":"three guarantees","use-case-education.cc1b62c76a":"Every session carries its own trail, sealed as the session runs.","use-case-education.f814680c84":"Regulatory posture","use-case-education.579d5e0b71":"Four public EU obligations treated as design constraints.","use-case-education.8c4490cd86":"By design","use-case-education.4bdff61041":"GDPR, EU AI Act, DSA","use-case-education.2a7e90133a":"What you can ask for","use-case-education.5e085ce4bb":"Four asks a parent can make, and what comes back for each.","use-case-education.00b2a24946":"four asks","use-case-education.a06aff40c5":"Four promises, written down","use-case-education.ab4b55b5bd":"Four promises the school can be held to, each written down.","use-case-education.8381569ba6":"four promises","use-case-education.d10c393be6":"Four layers, one proof surface","use-case-education.7773c5ec81":"The four platform layers a session crosses, and the log each writes.","use-case-education.7cc9b7e73a":"Witnessed","use-case-education.461be4dde0":"One witness per session, sealed while the session runs.","use-case-education.4a2d6ac94c":"One typed session contract","use-case-education.77f7796b15":"The endpoint, the protocols and the four fields a session carries.","use-case-education.60e5c23b14":"Typed","use-case-education.7b382f8c6d":"four fields","use-case-education.e2db75c322":"Minimal pupil data, typed and versioned at the boundary.","use-case-education.8a62216f4c":"The rubric version that decided","use-case-education.354eb25db4":"The clause set in force, its predecessor and its review owner.","use-case-education.a733b809d2":"Active","use-case-education.68fc65ea4f":"three clauses in force","use-case-education.f4af6f6eaf":"A decision cites the clause version in force on the day it was made.","use-case-education.00c4bffe85":"The oracle runs where the platform runs","use-case-education.6a14734346":"Fixed sessions checked against the oracle in continuous integration.","use-case-education.df4603bbe9":"Passing","use-case-education.a8ba4b7503":"known pupil cases","use-case-education.7305343e02":"Determinism is asserted in the suite, not promised in prose.","use-case-education.8ae4365b04":"The replay packet","use-case-education.90da574970":"The four artefacts that reproduce one session, and their hash.","use-case-education.66c95e7fc7":"Sealed","use-case-education.0d885aef89":"four artefacts","use-case-education.78d9b8fd34":"The same four artefacts reproduce the same session, bit for bit.","use-case-education.5053faac63":"One artefact, two destinations","use-case-education.3132a27125":"The session source, the sealed bus spine and the two subscribers.","use-case-education.c29eee199d":"One question, four attachments","use-case-education.63ba281760":"One question, the answer it returned, and the four things attached to it.","use-case-education.8e632ceca6":"Attached","use-case-education.e58efd5f8a":"four attachments","use-case-education.aff146e0cc":"The trail is written while the session runs, so answering is a retrieval.","use-case-education.70128d1a05":"The witness slice, replayed","use-case-education.1a26c2968f":"The replay request, the witness slice returned, and the four offsets in it.","use-case-education.17d120d8bb":"Replayable","use-case-education.fbef3be8f3":"four offsets","use-case-education.6080286b3b":"The witness is built as the session happens, not assembled after it.","use-case-education.f9312169ef":"Pinned","use-case-education.e51845cb11":"Named","use-case-education.20c7c5522f":"Ready","workspace-mockup.2eb56be3c2":"Sources","workspace-mockup.a010de5c61":"Fabric","workspace-mockup.905cb326c7":"You","workspace-mockup.fffbce7dc4":"Ask anything","workspace-mockup.f9312169ef":"Pinned","workspace-mockup.19adc47be3":"Folders"}