TITLE: SG EducationOS Digital Coordination Spec v0.1 (Z6) — Machine-Readable Registries + Graph IDs + Repair RoutingVERSION: CivOS Unified Spec v1.xMODE: Almost-Code / Executable Directory Spec / WordPress paste-readyOWNER: eduKateSG Fence Learning SystemsPLACE: SGZOOM: Z6 (Digital Coordination Layer)GOAL: Turn Singapore EducationOS into a routable, machine-readable coordination system: registries (nodes/edges/sensors/protocols), stable IDs, dashboards, and automated repair routing.CANONICAL CLAIM:- Z6 is not “more content.”- Z6 is making coordination computable: what breaks, where, why, who fixes, what to do next.========================================================0) CORE OBJECT MODEL (THE 6 ENTITIES)========================================================Entity Types:E1) Node (a capability or skill unit)E2) Edge (a dependency or coupling)E3) Sensor (a measurement / micro-test / metric)E4) Signature (a detectable failure pattern)E5) Protocol (truncation + stitching repair loop)E6) Panel (dashboard output schema)All Z6 artifacts are stored as registries with stable IDs.========================================================1) ID GRAMMAR (LOCKED, FOR ALL Z6 RECORDS)========================================================ID := Place×Lane×Zoom×Role×Type×IDPlace: SGLane: EDU | MATH | ENG | SCI | HUM | VL | HGWZoom: Z0..Z6Role: Learner | Parent | Tutor | Teacher | Operator | Oracle | VisionaryType: Node | Edge | Sensor | Signature | Protocol | Panel | Registry | PromptPackID: stable string (never rename; version forward only)Example:SG×ENG×Z0×Learner×Node×ENG-PARA-CORESG×EDU×Z2×Operator×Panel×HGW-COHORT-v0.1========================================================2) REGISTRY LAYER (CANONICAL FILES / PAGES)========================================================RegistryIndex:- /sg/z6/registry/ (hub)- /sg/z6/registry/nodes/ (NodeRegistry)- /sg/z6/registry/edges/ (EdgeRegistry)- /sg/z6/registry/sensors/ (SensorRegistry)- /sg/z6/registry/signatures/ (SignatureRegistry)- /sg/z6/registry/protocols/ (ProtocolRegistry)- /sg/z6/registry/panels/ (PanelRegistry)- /sg/z6/registry/prompts/ (PromptRegistry)- /sg/z6/registry/version/ (Unified version log)Rule:- Registries are “almost-code tables” (copyable blocks) + minimal prose.- Each record is machine-readable and linkable.========================================================3) NODE REGISTRY RECORD (SCHEMA)========================================================NodeRecord := { id, title, lane, level_band, # P1–P6 / Sec1–Sec4/5 / JC1–JC2 prereq_nodes[], # list of node ids output_nodes[], # list of node ids phase_targets, # {by_time: P2, excellence: P3} transfer_tests[], # links to Sensor ids sensors[], # sensor ids signatures[], # signature ids (failure patterns) repair_protocols[], # protocol ids coupling_edges[], # edges to other lanes fence_rules[], # stop-loss rules tags[] # e.g., "core", "prereq", "high-coupling"}========================================================4) EDGE REGISTRY RECORD (SCHEMA)========================================================EdgeRecord := { id, from_node, to_node, edge_type, # prereq | coupling | amplification weight, # VH | H | M | L signature_links[], # which signatures indicate edge is failing notes}Edge types:- prereq: within-lane dependencies- coupling: cross-lane dependencies (ENG→MATH WP)- amplification: when weakness multiplies under load (AI reliance → plausible-wrong)========================================================5) SENSOR REGISTRY RECORD (SCHEMA)========================================================SensorRecord := { id, name, lane, duration_min, input_format, # what learner submits scoring_rules, # rubric or classification metrics_output[], # e.g., TR, ERC, NIT_w, SII phase_mapping_rules, # how sensor updates P0–P3 retest_frequency, # weekly/biweekly thresholds, # triggers linked_nodes[], linked_signatures[]}Core metrics (shared):- TR = transfer reliability- ERC = error repeat count- SII = speed instability index- NIT_w / NITS_w / NITA_w = weekly threshold trigger count- CRS = collapse risk score========================================================6) SIGNATURE REGISTRY RECORD (SCHEMA)========================================================SignatureRecord := { id, category, # coupling | nit | nits | speed | buffer | drift | ai severity, # S1/S2/S3 markers[], # observable patterns likely_root_cause_nodes[], predicted_next_failure_nodes[], fence_action, # truncate/stitch required_retest_sensors[], notes}========================================================7) PROTOCOL REGISTRY RECORD (SCHEMA)========================================================ProtocolRecord := { id, name, trigger_signatures[], truncation_steps[], # stop list stitching_steps[], # repair loop steps re_test_plan[], # sensors + schedule exit_conditions, # when widen again linked_nodes[], linked_edges[]}Rule:- Every protocol must include an “exit condition” to prevent infinite truncation.========================================================8) PANEL REGISTRY RECORD (SCHEMA)========================================================PanelRecord := { id, zoom, # Z0/Z1/Z2/Z4 inputs_required[], # which registries/metrics feed it display_fields[], # what to show alert_rules[], # stop-loss triggers output_format # strict template block}Panels already defined:- HGW Dashboard v0.1 (Z0–Z2)- SG Education Stability Panel v0.1 (Z4)========================================================9) PROMPT REGISTRY (RUNNABLE AUTOMATION PROMPTS)========================================================PromptRecord := { id, purpose, # forecast | dashboard | backtest | cohort | routing required_inputs[], strict_output_schema, safety_rules[], version}Prompts already defined:- HGW-A / HGW-B / HGW-C / HGW-D- DASH generation prompt========================================================10) ROUTING ENGINE (CH/ai EDUCATION ROUTER v0.1)========================================================Router Input:- learner/cohort metrics (TR, ERC, NIT_w, TTC, BN, volatility)- active signatures (top 5)- node registry (prereqs + protocols)Router Output:- Top 3 upstream nodes to repair- Protocol selection (truncate + stitch)- Weekly plan allocation (minutes per node)- Re-test scheduleRouting rule (core):- Repair upstream prerequisite nodes before downstream practice.- If coupling-edge failing, route to upstream lane repair (e.g., ENG inference → MATH WP).Pseudo-routing:1) Detect active signatures (S2/S3 first)2) Map signatures → root cause nodes3) Rank nodes by: ImpactWeight(edge weights) × Severity × TTC factor × Recurrence4) Choose protocol(s)5) Emit plan + retests========================================================11) Z6 DEPLOYMENT TEMPLATE (WORDPRESS “ALMOST-CODE” PAGES)========================================================Each registry page must include:A) Definition LockB) Record schema blockC) Record list (copyable)D) Version line: UnifiedSpecVersion: v1.x RegistryVersion: v0.1 Updated: YYYY-MM-DDE) Failure trace + repair traceRule:- No renaming IDs. Only version forward (v0.1 → v0.2).- Deprecated records remain with status=deprecated, not deleted.========================================================12) MINIMUM VIABLE DIGITAL STACK (TO GO LIVE FAST)========================================================MVD (v0.1 live set):- NodeRegistry for MATH/ENG/SCI/HUM (core nodes only)- EdgeRegistry for core prereqs + 4 key couplings- SensorRegistry with weekly minimum packs per lane- SignatureRegistry with top 10 signatures per lane (start with S2/S3)- ProtocolRegistry with 6 core protocols: (1) Emergency Coherence Mode (NIT) (2) Emergency Mechanism Mode (NIT-S) (3) WP Misread Repair (ENG→MATH) (4) Algebra/Graph Repair (MATH→PHY) (5) Speed Stability Ladder (6) Tool-with-Proof Enforcement (VL-OS)- PanelRegistry: HGW dashboard + Z4 nation panel- PromptRegistry: HGW-A/B + DASH prompt========================================================13) REQUIRED FAILURE TRACE (Z6)========================================================Trace:No registries →skills not addressable →repairs inconsistent →signals don’t aggregate →drift hides →late fencing →collapse.Repair:Stable IDs + registries →signals comparable →router can target repairs →dashboards show drift pockets →truncation & stitching enforced →backtests improve rules →stable flight.========================================================END: SG EducationOS Digital Coordination Spec v0.1 (Z6)========================================================
Start here if you want the full sequence:
- https://edukatesg.com/top-100-vocabulary-list-for-primary-1-intermediate/
- https://edukatesg.com/top-100-vocabulary-list-for-primary-2-intermediate-psle-distinction/
- https://edukatesg.com/top-100-vocabulary-list-for-primary-3-al1-grade-advanced/
- https://edukatesg.com/2023/04/02/top-100-psle-primary-4-vocabulary-list-level-intermediate/
- https://edukatesg.com/top-100-vocabulary-list-for-primary-5-al1-grade-advanced/
- https://edukatesg.com/2023/03/31/top-100-psle-primary-6-vocabulary-list-level-intermediate/
- https://edukatesg.com/2023/03/31/top-100-psle-primary-6-vocabulary-list-level-advanced/
- https://edukatesg.com/2023/07/19/top-100-vocabulary-words-for-secondary-1-english-tutorial/
- https://edukatesg.com/top-100-vocabulary-list-secondary-2-grade-a1/
- https://edukatesg.com/2024/11/07/top-100-vocabulary-list-secondary-3-grade-a1/
- https://edukatesg.com/2023/03/30/top-100-secondary-4-vocabulary-list-with-meanings-and-examples-level-advanced/
Vocabulary OS Series Index:
https://edukatesg.com/vocabulary-os-series-index/
Fence English Learning System:
- https://edukatesg.com/article-1-fence-english-engine/
- https://edukatesg.com/article-2-fence-english-engine/
- https://edukatesg.com/article-3-fence-english-engine/
- https://edukatesg.com/article-4-fence-english-engine/
- https://edukatesg.com/article-5-fence-english-engine/https://edukatesg.com/article-6-fence-english-engine/
- https://edukatesg.com/article-7-fence-english-engine/
- https://edukatesg.com/article-8-fence-english-engine/
- https://edukatesg.com/article-9-fence-english-engine/
- https://edukatesg.com/article-10-fence-english-engine/
- https://edukatesg.com/article-11-fence-english-engine/
eduKateSG Learning Systems:
- https://edukatesg.com/the-edukate-mathematics-learning-system/
- https://edukatesg.com/additional-mathematics-a-math-in-singapore-secondary-3-4-a-math-tutor/
- https://edukatesg.com/additional-mathematics-101-everything-you-need-to-know/
- https://edukatesg.com/secondary-3-additional-mathematics-sec-3-a-math-tutor-singapore/
- https://edukatesg.com/secondary-4-additional-mathematics-sec-4-a-math-tutor-singapore/
- https://edukatesg.com/learning-english-system-fence-by-edukatesg/
- https://edukatesingapore.com/edukate-vocabulary-learning-system/
Recommended Internal Links (Spine)
Start Here for Lattice Infrastructure Connectors
- https://edukatesg.com/singapore-international-os-level-0/
- https://edukatesg.com/singapore-city-os/
- https://edukatesg.com/singapore-parliament-house-os/
- https://edukatesg.com/smrt-os/
- https://edukatesg.com/singapore-port-containers-os/
- https://edukatesg.com/changi-airport-os/
- https://edukatesg.com/tan-tock-seng-hospital-os-ttsh-os/
- https://edukatesg.com/bukit-timah-os/
- https://edukatesg.com/bukit-timah-schools-os/
- https://edukatesg.com/bukit-timah-tuition-os/
- https://edukatesg.com/family-os-level-0-root-node/
- https://bukittimahtutor.com
- https://edukatesg.com/punggol-os/
- https://edukatesg.com/tuas-industry-hub-os/
- https://edukatesg.com/shenton-way-banking-finance-hub-os/
- https://edukatesg.com/singapore-museum-smu-arts-school-district-os/
- https://edukatesg.com/orchard-road-shopping-district-os/
- https://edukatesg.com/singapore-integrated-sports-hub-national-stadium-os/
- Sholpan Upgrade Training Lattice (SholpUTL): https://edukatesg.com/sholpan-upgrade-training-lattice-sholputl/
- https://edukatesg.com/human-regenerative-lattice-3d-geometry-of-civilisation/
- https://edukatesg.com/new-york-z2-institutional-lattice-civos-index-page-master-hub/
- https://edukatesg.com/civilisation-lattice/
- https://edukatesg.com/civ-os-classification/
- https://edukatesg.com/civos-classification-systems/
- https://edukatesg.com/how-civilization-works/
- https://edukatesg.com/civos-lattice-coordinates-of-students-worldwide/
- https://edukatesg.com/civos-worldwide-student-lattice-case-articles-part-1/
- https://edukatesg.com/new-york-z2-institutional-lattice-civos-index-page-master-hub/
- https://edukatesg.com/advantages-of-using-civos-start-here-stack-z0-z3-for-humans-ai/
- Education OS (How Education Works): https://edukatesg.com/education-os-how-education-works-the-regenerative-machine-behind-learning/
- Tuition OS: https://edukatesg.com/tuition-os-edukateos-civos/
- Civilisation OS kernel: https://edukatesg.com/civilisation-os/
- Root definition: What is Civilisation?
- Control mechanism: Civilisation as a Control System
- First principles index: Index: First Principles of Civilisation
- Regeneration Engine: The Full Education OS Map
- The Civilisation OS Instrument Panel (Sensors & Metrics) + Weekly Scan + Recovery Schedule (30 / 90 / 365)
- Inversion Atlas Super Index: Full Inversion CivOS Inversion
- https://edukatesg.com/government-os-general-government-lane-almost-code-canonical/
- https://edukatesg.com/healthcare-os-general-healthcare-lane-almost-code-canonical/
- https://edukatesg.com/education-os-general-education-lane-almost-code-canonical/
- https://edukatesg.com/finance-os-general-finance-banking-lane-almost-code-canonical/
- https://edukatesg.com/transport-os-general-transport-transit-lane-almost-code-canonical/
- https://edukatesg.com/food-os-general-food-supply-chain-lane-almost-code-canonical/
- https://edukatesg.com/security-os-general-security-justice-rule-of-law-lane-almost-code-canonical/
- https://edukatesg.com/housing-os-general-housing-urban-operations-lane-almost-code-canonical/
- https://edukatesg.com/community-os-general-community-third-places-social-cohesion-lane-almost-code-canonical/
- https://edukatesg.com/energy-os-general-energy-power-grid-lane-almost-code-canonical/
- https://edukatesg.com/community-os-general-community-third-places-social-cohesion-lane-almost-code-canonical/
- https://edukatesg.com/water-os-general-water-wastewater-lane-almost-code-canonical/
- https://edukatesg.com/communications-os-general-telecom-internet-information-transport-lane-almost-code-canonical/
- https://edukatesg.com/media-os-general-media-information-integrity-narrative-coordination-lane-almost-code-canonical/
- https://edukatesg.com/waste-os-general-waste-sanitation-public-cleanliness-lane-almost-code-canonical/
- https://edukatesg.com/manufacturing-os-general-manufacturing-production-systems-lane-almost-code-canonical/
- https://edukatesg.com/logistics-os-general-logistics-warehousing-supply-routing-lane-almost-code-canonical/
- https://edukatesg.com/construction-os-general-construction-built-environment-delivery-lane-almost-code-canonical/
- https://edukatesg.com/science-os-general-science-rd-knowledge-production-lane-almost-code-canonical/
- https://edukatesg.com/religion-os-general-religion-meaning-systems-moral-coordination-lane-almost-code-canonical/
- https://edukatesg.com/finance-os-general-finance-money-credit-coordination-lane-almost-code-canonical/
- https://edukatesg.com/family-os-general-family-household-regenerative-unit-almost-code-canonical/
Start Here:
- https://edukatesg.com/top-100-vocabulary-list-for-primary-1-intermediate/
- https://edukatesg.com/top-100-vocabulary-list-for-primary-2-intermediate-psle-distinction/
- https://edukatesg.com/top-100-vocabulary-list-for-primary-3-al1-grade-advanced/
- https://edukatesg.com/2023/04/02/top-100-psle-primary-4-vocabulary-list-level-intermediate/
- https://edukatesg.com/top-100-vocabulary-list-for-primary-5-al1-grade-advanced/
- https://edukatesg.com/2023/03/31/top-100-psle-primary-6-vocabulary-list-level-intermediate/
- https://edukatesg.com/2023/03/31/top-100-psle-primary-6-vocabulary-list-level-advanced/
- https://edukatesg.com/2023/07/19/top-100-vocabulary-words-for-secondary-1-english-tutorial/
- https://edukatesg.com/top-100-vocabulary-list-secondary-2-grade-a1/
- https://edukatesg.com/2024/11/07/top-100-vocabulary-list-secondary-3-grade-a1/
- https://edukatesg.com/2023/03/30/top-100-secondary-4-vocabulary-list-with-meanings-and-examples-level-advanced/
Start here if you want the full sequence:
Vocabulary OS Series Index:
https://edukatesg.com/vocabulary-os-series-index/
Fence English Learning System:
- https://edukatesg.com/article-1-fence-english-engine/
- https://edukatesg.com/article-2-fence-english-engine/
- https://edukatesg.com/article-3-fence-english-engine/
- https://edukatesg.com/article-4-fence-english-engine/
- https://edukatesg.com/article-5-fence-english-engine/https://edukatesg.com/article-6-fence-english-engine/
- https://edukatesg.com/article-7-fence-english-engine/
- https://edukatesg.com/article-8-fence-english-engine/
- https://edukatesg.com/article-9-fence-english-engine/
- https://edukatesg.com/article-10-fence-english-engine/
- https://edukatesg.com/article-11-fence-english-engine/
eduKateSG Learning Systems:
- https://edukatesg.com/the-edukate-mathematics-learning-system/
- https://edukatesg.com/additional-mathematics-a-math-in-singapore-secondary-3-4-a-math-tutor/
- https://edukatesg.com/additional-mathematics-101-everything-you-need-to-know/
- https://edukatesg.com/secondary-3-additional-mathematics-sec-3-a-math-tutor-singapore/
- https://edukatesg.com/secondary-4-additional-mathematics-sec-4-a-math-tutor-singapore/
- https://edukatesg.com/learning-english-system-fence-by-edukatesg/
- https://edukatesingapore.com/edukate-vocabulary-learning-system/
Recommended Internal Links (Spine)
Start Here for Lattice Infrastructure Connectors
- https://edukatesg.com/singapore-international-os-level-0/
- https://edukatesg.com/singapore-city-os/
- https://edukatesg.com/singapore-parliament-house-os/
- https://edukatesg.com/smrt-os/
- https://edukatesg.com/singapore-port-containers-os/
- https://edukatesg.com/changi-airport-os/
- https://edukatesg.com/tan-tock-seng-hospital-os-ttsh-os/
- https://edukatesg.com/bukit-timah-os/
- https://edukatesg.com/bukit-timah-schools-os/
- https://edukatesg.com/bukit-timah-tuition-os/
- https://edukatesg.com/family-os-level-0-root-node/
- https://bukittimahtutor.com
- https://edukatesg.com/punggol-os/
- https://edukatesg.com/tuas-industry-hub-os/
- https://edukatesg.com/shenton-way-banking-finance-hub-os/
- https://edukatesg.com/singapore-museum-smu-arts-school-district-os/
- https://edukatesg.com/orchard-road-shopping-district-os/
- https://edukatesg.com/singapore-integrated-sports-hub-national-stadium-os/
- Sholpan Upgrade Training Lattice (SholpUTL): https://edukatesg.com/sholpan-upgrade-training-lattice-sholputl/
- https://edukatesg.com/human-regenerative-lattice-3d-geometry-of-civilisation/
- https://edukatesg.com/new-york-z2-institutional-lattice-civos-index-page-master-hub/
- https://edukatesg.com/civilisation-lattice/
- https://edukatesg.com/civ-os-classification/
- https://edukatesg.com/civos-classification-systems/
- https://edukatesg.com/how-civilization-works/
- https://edukatesg.com/civos-lattice-coordinates-of-students-worldwide/
- https://edukatesg.com/civos-worldwide-student-lattice-case-articles-part-1/
- https://edukatesg.com/new-york-z2-institutional-lattice-civos-index-page-master-hub/
- https://edukatesg.com/advantages-of-using-civos-start-here-stack-z0-z3-for-humans-ai/
- Education OS (How Education Works): https://edukatesg.com/education-os-how-education-works-the-regenerative-machine-behind-learning/
- Tuition OS: https://edukatesg.com/tuition-os-edukateos-civos/
- Civilisation OS kernel: https://edukatesg.com/civilisation-os/
- Root definition: What is Civilisation?
- Control mechanism: Civilisation as a Control System
- First principles index: Index: First Principles of Civilisation
- Regeneration Engine: The Full Education OS Map
- The Civilisation OS Instrument Panel (Sensors & Metrics) + Weekly Scan + Recovery Schedule (30 / 90 / 365)
- Inversion Atlas Super Index: Full Inversion CivOS Inversion
- https://edukatesg.com/government-os-general-government-lane-almost-code-canonical/
- https://edukatesg.com/healthcare-os-general-healthcare-lane-almost-code-canonical/
- https://edukatesg.com/education-os-general-education-lane-almost-code-canonical/
- https://edukatesg.com/finance-os-general-finance-banking-lane-almost-code-canonical/
- https://edukatesg.com/transport-os-general-transport-transit-lane-almost-code-canonical/
- https://edukatesg.com/food-os-general-food-supply-chain-lane-almost-code-canonical/
- https://edukatesg.com/security-os-general-security-justice-rule-of-law-lane-almost-code-canonical/
- https://edukatesg.com/housing-os-general-housing-urban-operations-lane-almost-code-canonical/
- https://edukatesg.com/community-os-general-community-third-places-social-cohesion-lane-almost-code-canonical/
- https://edukatesg.com/energy-os-general-energy-power-grid-lane-almost-code-canonical/
- https://edukatesg.com/community-os-general-community-third-places-social-cohesion-lane-almost-code-canonical/
- https://edukatesg.com/water-os-general-water-wastewater-lane-almost-code-canonical/
- https://edukatesg.com/communications-os-general-telecom-internet-information-transport-lane-almost-code-canonical/
- https://edukatesg.com/media-os-general-media-information-integrity-narrative-coordination-lane-almost-code-canonical/
- https://edukatesg.com/waste-os-general-waste-sanitation-public-cleanliness-lane-almost-code-canonical/
- https://edukatesg.com/manufacturing-os-general-manufacturing-production-systems-lane-almost-code-canonical/
- https://edukatesg.com/logistics-os-general-logistics-warehousing-supply-routing-lane-almost-code-canonical/
- https://edukatesg.com/construction-os-general-construction-built-environment-delivery-lane-almost-code-canonical/
- https://edukatesg.com/science-os-general-science-rd-knowledge-production-lane-almost-code-canonical/
- https://edukatesg.com/religion-os-general-religion-meaning-systems-moral-coordination-lane-almost-code-canonical/
- https://edukatesg.com/finance-os-general-finance-money-credit-coordination-lane-almost-code-canonical/
- https://edukatesg.com/family-os-general-family-household-regenerative-unit-almost-code-canonical/

