{"graphSha256":"f29d7b1eedeb88387238d2abda347f810d2179c5fdbead47c3ef48507ab20ca5","node":{"id":"T1396","type":"ficha","title":"What Cannot Be Recovered Must Be Managed. Cross-series bridge: Human Intelligence Gap with AI Integrity Management","url":"https://dakleyer.github.io/perspective-beyond/sources/what-cannot-be-recovered-must-be-managed-cross-series-bridge-human-intelligenc-t1396/","original":"https://tegrity.ai/what-cannot-be-recovered-must-be-managed-cross-series-bridge-human-intelligence-gap-with-ai-integrity-management/","aliases":[],"clusters":["tegrity"],"tags":["aprendizaje","capacidad-humana","decision","empresa","integridad-ia","memoria-territorio"],"summary":"","commit":null,"sourcePath":null,"commitUrl":null,"documentId":"doc-0249d5e971a797f8f3","tagWeights":{"aprendizaje":0.0572,"capacidad-humana":0.2571,"decision":0.0572,"empresa":0.2571,"integridad-ia":0.3143,"memoria-territorio":0.0571},"reading":"Document Status — Field Notes (Cross-Series Bridge) · Series: AI Integrity Management, Paper 5\n\nThis is a field-notes paper: a structured conceptual contribution grounded in direct practitioner observation, prior to formal working-paper development. It connects this series to the Human Intelligence Gap series, and states a mandate that follows from it. The argument turns on a claim this series treats as a working hypothesis, not a settled result: that the gap between feasible and actual human contribution is not only large but partly irreversible , leaving a residue that no amount of rationalisation or modernisation can recover. If that holds — and the Human Intelligence Gap measurement programme is built to test it — then the residue is not a project to be closed but a standing liability to be governed, and governing it is work this series has already argued belongs to a unified AI Integrity function. The paper does not leave that governance abstract: it states, concretely, how the remnant is managed — as a discipline of risk and selection rather than a promise of cleanup.\n\nWhy a Structural, Partly Irreversible Accumulation Cannot Be Solved by More Control — Why the Remnant It Leaves Behind Is the Natural Mandate of an Enterprise AI Integrity Function — and How That Remnant Is Managed, as a Discipline of Risk and the Selection of Initiatives by Fragility and Propagation","readingSource":{"url":"https://tegrity.ai/what-cannot-be-recovered-must-be-managed-cross-series-bridge-human-intelligence-gap-with-ai-integrity-management/","section":"Opening paragraphs","observed":"2026-11-04","sourceSha256":"f2be8815d08397809f424d41eada27365d90332d4fc87f12d3a83766b418a950"},"readingSummary":"Document Status — Field Notes (Cross-Series Bridge) · Series: AI Integrity Management, Paper 5\n\nThis is a field-notes paper: a structured conceptual contribution grounded in direct practitioner observation, prior to formal working-paper development.","contextTokens":421},"relations":[["apoyo:T1396:C31","T1396","C31","documenta el concepto","",null,"apoyo",""],["apoyo:T1396:C36","T1396","C36","documenta el concepto","",null,"apoyo",""],["apoyo:T1396:C60","T1396","C60","documenta el concepto","",null,"apoyo",""],["apoyo:T1396:C107","T1396","C107","documenta el concepto","",null,"apoyo",""],["documento:M003","E1557","T1396","analogy only","The calibration case distinguishes knowledge that can be taught through practice from information that an application inventory cannot reconstruct by itself.",null,"documento","No todo saber tácito es irrecuperable; distinguir falta de captura, coste de recuperación y pérdida efectiva."],["documento:M038","T1522","T1396","analogy only","Information that was never institutionally established differs from information that existed but cannot be recovered from the available record.",null,"documento","Ambas categorías pueden coexistir en una decisión; clasificarlas exige evidencia del caso."],["documento:F016","T1396","N1287","analogy only","Where a record cannot reconstruct situated judgment, capability preservation may require a live transmission relationship rather than another layer of documentation.",null,"documento","No afirmar que todo conocimiento tácito sea irrecuperable ni que mentoría garantice reconstrucción completa."],["documento:B008","L002","T1396","analogy only","Reconstructing what a model omitted is different from recovering a capability that has ceased to be exercised; the bridge note keeps those repair problems distinct.",null,"documento","La irreversibilidad del marco requiere contraste; el enlace distingue problemas y no establece una tasa universal de pérdida."],["documento:R168","T1396","T1391","editorial comparison","For a complementary reading, see [The structural limits of AI oversight](https://tegrity.ai/the-limits-of-ai-oversight/).",null,"documento",""],["documento:sac-rel-e3d572832151da","GH037","T1396","referencia de la fuente","La fuente enlaza esta lectura en «Annex B — Cross-series bridge map» con el rótulo «HID ↔ AI Integrity Management».","https://github.com/dakleyer/structural-awareness-contributions/blob/11fbac15d6f2b790d459ab507633b2293e302709/research/ecosystem-awareness/baseline/01K_HUMAN_INTELLIGENCE_CAPACITY_ESCALATION_AND_DEBT_PROFILE_v0.1.md","documento",""]]}