[RUN CAREEROS + ROLEOS PLANNER v0.1]User, paste ONE of:1) "I want to be a <career>." + age band + any scores/samples.2) "I am good at <skills>." + age band + any scores/samples.The model MUST:- resolve CT-* and/or RT-*- output: PredictionBlock + PlanBlock + FenceBlock + RetestBlock + ExitConditionsBlock- cite registry IDs for nodes/sensors/signatures/protocols- refuse WIDEN if TraceMissing or NIT/NITS/NITA existsTITLE: SG×CareerOS — CareerTargetRegistry Pack v0.1cSUBTITLE: 10 Common Singapore Corridors (Gate Nodes + Sensors + Signatures + Protocols)VERSION: CivOS Unified Spec v1.xMODE: Almost-Code / Plug-in Records / WordPress paste-readyOWNER: eduKateSG Fence Learning SystemsPLACE: SGZOOM: Z6 (planner engine; outputs at Z0–Z2)GOAL: Provide ready-to-run CareerTarget (CT-*) records so the Planner–Predictor works instantly for common SG pathways.LOCKS:- Gate = P2 stability under variation + load.- If TraceMissing or S3 signature present → no WIDEN.- Every recommendation must include ProtocolID + Re-test + ExitConditions.========================================================REGISTRY-0: VERSION HEADER========================================================UnifiedSpecVersion: v1.xCareerTargetRegistryVersion: v0.1cPlace: SGZoom: Z6Owner: eduKateSG Fence Learning SystemsUpdated: 2026-02-16Status: liveSchema:CareerTarget := { id, title, lane_group, gate_nodes_required[], gate_sensors_required[], critical_signatures[], recommended_protocols[], phase_required, notes}========================================================CT-1: DOCTOR (SG corridor)========================================================- id: SG×CT×Z6×Career×Target×CT-DOCTOR-v0.1 title: Doctor (Medicine pathway) lane_group: ["SCI","MATH","ENG","VL","HGW"] gate_nodes_required: [ SG×SCI×Z0×Learner×Node×SCI-MECH-2LINK, SG×SCI×Z0×Learner×Node×SCI-APP-NOVEL, SG×MATH×Z0×Learner×Node×MATH-FUNC-GRAPH, SG×ENG×Z0×Learner×Node×ENG-READ-INF, SG×VL×Z0×Learner×Node×VL-TRACE-LINE ] gate_sensors_required: [ SG×SCI×Z6×Tutor×Sensor×SENS-MR-90, SG×SCI×Z6×Tutor×Sensor×SENS-TT-V-SCI, SG×MATH×Z6×Tutor×Sensor×SENS-GRAPH-15, SG×VL×Z6×Tutor×Sensor×SENS-VL-MICRO-10 ] critical_signatures: [ SG×SCI×Z6×Operator×Signature×SCI-SIG-DEFINITION-ONLY-NITS, SG×VL×Z6×Operator×Signature×SIG-AI-VL-02 ] recommended_protocols: [ SG×SCI×Z6×Operator×Protocol×PROT-SCI-EMERGENCY-MECHANISM, SG×VL×Z6×Operator×Protocol×PROT-VL-TRACE-ENFORCE ] phase_required: "P2 under variation + load" notes: "Mechanism + transfer stability is the gate."========================================================CT-2: LAWYER========================================================- id: SG×CT×Z6×Career×Target×CT-LAWYER-v0.1 title: Lawyer (Legal pathway) lane_group: ["ENG","HUM","VL","HGW"] gate_nodes_required: [ SG×ENG×Z0×Learner×Node×ENG-READ-INF, SG×ENG×Z0×Learner×Node×ENG-WRITE-LOAD, SG×HUM×Z0×Learner×Node×HUM-ARG-THESIS, SG×HUM×Z0×Learner×Node×HUM-EVIDENCE-LINK, SG×VL×Z0×Learner×Node×VL-TRACE-LINE ] gate_sensors_required: [ SG×ENG×Z6×Tutor×Sensor×SENS-LOAD-30, SG×HUM×Z6×Tutor×Sensor×SENS-ARG-20, SG×VL×Z6×Tutor×Sensor×SENS-VL-MICRO-10 ] critical_signatures: [ SG×HUM×Z6×Operator×Signature×HUM-SIG-THESIS-DRIFT, SG×ENG×Z6×Operator×Signature×ENG-SIG-CONNECTOR-CHAOS-NIT ] recommended_protocols: [ SG×ENG×Z6×Operator×Protocol×PROT-ENG-EMERGENCY-COHERENCE, SG×HUM×Z6×Operator×Protocol×PROT-HUM-THESIS-LOCK ] phase_required: "P2 coherence under time" notes: "Argument + evidence discipline is the gate."========================================================CT-3: ENGINEER (General/Mechanical/Electrical)========================================================- id: SG×CT×Z6×Career×Target×CT-ENGINEER-v0.1 title: Engineer lane_group: ["MATH","SCI","VL","HGW"] gate_nodes_required: [ SG×MATH×Z0×Learner×Node×MATH-ALG-LINEAR, SG×MATH×Z0×Learner×Node×MATH-FUNC-GRAPH, SG×SCI×Z0×Learner×Node×SCI-APP-STRUCTQ, SG×VL×Z0×Learner×Node×VL-TRACE-LINE ] gate_sensors_required: [ SG×MATH×Z6×Tutor×Sensor×SENS-ALG-15, SG×SCI×Z6×Tutor×Sensor×SENS-STRUCT-15, SG×VL×Z6×Tutor×Sensor×SENS-VL-MICRO-10 ] critical_signatures: [ SG×MATH×Z6×Operator×Signature×MATH-SIG-GRAPH-AS-PICTURE, SG×SCI×Z6×Operator×Signature×SCI-SIG-CANNOT-APPLY-NITS ] recommended_protocols: [ SG×MATH×Z6×Operator×Protocol×PROT-MATH-GRAPH-MEANING, SG×SCI×Z6×Operator×Protocol×PROT-SCI-VARIATION-DRILL ] phase_required: "P2 transfer + variation" notes: "Model→apply stability is the gate."========================================================CT-4: ACCOUNTANT / FINANCE========================================================- id: SG×CT×Z6×Career×Target×CT-ACCOUNTANT-v0.1 title: Accountant / Finance lane_group: ["MATH","ENG","VL","HGW"] gate_nodes_required: [ SG×MATH×Z0×Learner×Node×MATH-RATIO-PERCENT, SG×ENG×Z0×Learner×Node×ENG-READ-LITERAL, SG×VL×Z0×Learner×Node×VL-TRACE-LINE ] gate_sensors_required: [ SG×MATH×Z6×Tutor×Sensor×SENS-RPP-15, SG×ENG×Z6×Tutor×Sensor×SENS-READ-5, SG×VL×Z6×Tutor×Sensor×SENS-VL-MICRO-10 ] critical_signatures: [ SG×MATH×Z6×Operator×Signature×MATH-SIG-WRONG-BASE-PERCENT, SG×VL×Z6×Operator×Signature×SIG-AI-VL-02 ] recommended_protocols: [ SG×MATH×Z6×Operator×Protocol×PROT-MATH-WP-STRUCTURE, SG×VL×Z6×Operator×Protocol×PROT-VL-TRACE-ENFORCE ] phase_required: "P2 numeric discipline" notes: "Base-quantity + trace discipline is the gate."========================================================CT-5: NURSE / ALLIED HEALTH========================================================- id: SG×CT×Z6×Career×Target×CT-NURSE-v0.1 title: Nurse / Allied Health lane_group: ["SCI","ENG","HGW"] gate_nodes_required: [ SG×SCI×Z0×Learner×Node×SCI-MECH-2LINK, SG×ENG×Z0×Learner×Node×ENG-READ-INF ] gate_sensors_required: [ SG×SCI×Z6×Tutor×Sensor×SENS-MR-90, SG×ENG×Z6×Tutor×Sensor×SENS-INF-10 ] critical_signatures: [ SG×SCI×Z6×Operator×Signature×SCI-SIG-DEFINITION-ONLY-NITS ] recommended_protocols: [ SG×SCI×Z6×Operator×Protocol×PROT-SCI-EMERGENCY-MECHANISM ] phase_required: "P2 mechanism stability" notes: "Clear mechanism + comprehension under load."========================================================CT-6: TEACHER========================================================- id: SG×CT×Z6×Career×Target×CT-TEACHER-v0.1 title: Teacher lane_group: ["ENG","VL","HGW"] gate_nodes_required: [ SG×ENG×Z0×Learner×Node×ENG-PARA-CORE, SG×VL×Z0×Learner×Node×VL-SPOT-WRONG ] gate_sensors_required: [ SG×ENG×Z6×Tutor×Sensor×SENS-PARA-10, SG×VL×Z6×Tutor×Sensor×SENS-VL-MICRO-10 ] critical_signatures: [ SG×ENG×Z6×Operator×Signature×ENG-SIG-NO-PLAN-RUSH ] recommended_protocols: [ SG×ENG×Z6×Operator×Protocol×PROT-ENG-PLAN-LOCK ] phase_required: "P2 coherence + trace" notes: "Explain clearly + detect wrong reasoning."========================================================CT-7: SOFTWARE / TECH========================================================- id: SG×CT×Z6×Career×Target×CT-SOFTWARE-v0.1 title: Software / Tech lane_group: ["MATH","VL","HGW"] gate_nodes_required: [ SG×MATH×Z0×Learner×Node×MATH-ALG-LINEAR, SG×VL×Z0×Learner×Node×VL-SPOT-WRONG ] gate_sensors_required: [ SG×MATH×Z6×Tutor×Sensor×SENS-ALG-15, SG×VL×Z6×Tutor×Sensor×SENS-VL-MICRO-10 ] critical_signatures: [ SG×VL×Z6×Operator×Signature×SIG-AI-VL-01 ] recommended_protocols: [ SG×VL×Z6×Operator×Protocol×PROT-VL-SPOT-WRONG ] phase_required: "P2 modelling + trace" notes: "Debugging mindset is the gate."========================================================CT-8: ARCHITECT / DESIGN========================================================- id: SG×CT×Z6×Career×Target×CT-ARCHITECT-v0.1 title: Architect / Design lane_group: ["MATH","ENG","HGW"] gate_nodes_required: [ SG×MATH×Z0×Learner×Node×MATH-GEOM-CORE, SG×ENG×Z0×Learner×Node×ENG-PARA-CORE ] gate_sensors_required: [ SG×MATH×Z6×Tutor×Sensor×SENS-GEOM-15, SG×ENG×Z6×Tutor×Sensor×SENS-PARA-10 ] critical_signatures: [ SG×MATH×Z6×Operator×Signature×MATH-SIG-ANGLE-RULE-MEMORYONLY ] recommended_protocols: [ SG×MATH×Z6×Operator×Protocol×PROT-MATH-DIAGRAM-REASONING ] phase_required: "P2 geometric reasoning" notes: "Diagram→reason stability."========================================================CT-9: PILOT========================================================- id: SG×CT×Z6×Career×Target×CT-PILOT-v0.1 title: Pilot lane_group: ["MATH","SCI","VL","HGW"] gate_nodes_required: [ SG×MATH×Z0×Learner×Node×MATH-RATIO-PERCENT, SG×SCI×Z0×Learner×Node×SCI-DATA-READ, SG×VL×Z0×Learner×Node×VL-TRACE-LINE ] gate_sensors_required: [ SG×MATH×Z6×Tutor×Sensor×SENS-RPP-15, SG×SCI×Z6×Tutor×Sensor×SENS-GRF-10, SG×VL×Z6×Tutor×Sensor×SENS-VL-MICRO-10 ] critical_signatures: [ SG×SCI×Z6×Operator×Signature×SCI-SIG-AXIS-UNIT-CONFUSION ] recommended_protocols: [ SG×SCI×Z6×Operator×Protocol×PROT-SCI-GRAPH-ANNOTATION ] phase_required: "P2 data precision under time" notes: "Precision + stability."========================================================CT-10: ENTREPRENEUR========================================================- id: SG×CT×Z6×Career×Target×CT-ENTREPRENEUR-v0.1 title: Entrepreneur lane_group: ["ENG","VL","HGW"] gate_nodes_required: [ SG×ENG×Z0×Learner×Node×ENG-ARG-STRUCT, SG×VL×Z0×Learner×Node×VL-SPOT-WRONG ] gate_sensors_required: [ SG×ENG×Z6×Tutor×Sensor×SENS-PARA-10, SG×VL×Z6×Tutor×Sensor×SENS-VL-MICRO-10 ] critical_signatures: [ SG×VL×Z6×Operator×Signature×SIG-AI-VL-01 ] recommended_protocols: [ SG×VL×Z6×Operator×Protocol×PROT-VL-VARIATION-DRILL ] phase_required: "P2 persuasion + robustness" notes: "Idea→argument→adapt under variation."========================================================END: SG×CareerOS — CareerTargetRegistry Pack v0.1c========================================================
TITLE: SG×CareerOS Expansion Pack v0.2 — HGW Calibration + Role×Career Matrix + Live Planner SimulationVERSION: CivOS Unified Spec v1.xMODE: Almost-Code / WordPress paste-readyOWNER: eduKateSG Fence Learning SystemsPLACE: SGUPDATED: 2026-02-16STATUS: liveYOU ASKED: “do all”DELIVERABLES:A) HGW Calibration Tables per Career (v0.1)B) Role×Career Cross Matrix (v0.1)C) Live Planner–Predictor Simulation (Singapore-first) (v0.1)LOCKS:- This is forecasting/routing, not prophecy.- Career feasibility = gate stability (P2 under variation + load) + buffer health + VL trace discipline.- “WIDEN” forbidden if TraceMissing or NIT/NITS/NITA present.========================================================A) HGW CALIBRATION TABLES PER CAREER (v0.1)========================================================
REGISTRY: SG×CareerOS×Z6×HGWCalibration v0.1Schema:HGWCal := {career_ct_id, HopeBand, GrindBand, WisdomBand, primary_risks[], fence_focus[], notes}Bands:- Low: 0–3- Mid: 4–6- High: 7–10Records:- career_ct_id: SG×CT×Z6×Career×Target×CT-DOCTOR-v0.1 HopeBand: Mid–High GrindBand: High WisdomBand: High primary_risks: ["burnout from low buffer", "definition-only illusion (NITS)", "time crash under load"] fence_focus: ["PROT-SCI-EMERGENCY-MECHANISM", "PROT-SPEED-STABILITY-LADDER", "PROT-VL-TRACE-ENFORCE"] notes: "Medicine path punishes brittle transfer; rewards disciplined repair."- career_ct_id: SG×CT×Z6×Career×Target×CT-LAWYER-v0.1 HopeBand: Mid–High GrindBand: Mid–High WisdomBand: High primary_risks: ["thesis drift (NITA)", "connector chaos (NIT)", "evidence-lite writing"] fence_focus: ["PROT-ENG-EMERGENCY-COHERENCE", "PROT-HUM-THESIS-LOCK", "PROT-VL-TRACE-ENFORCE"] notes: "Argument discipline + evidence linking is non-negotiable."- career_ct_id: SG×CT×Z6×Career×Target×CT-ENGINEER-v0.1 HopeBand: Mid GrindBand: High WisdomBand: High primary_risks: ["graph as picture", "cannot apply under variation", "tool overtrust"] fence_focus: ["PROT-MATH-GRAPH-MEANING", "PROT-SCI-VARIATION-DRILL", "PROT-VL-SPOT-WRONG"] notes: "Model → apply → verify loop."- career_ct_id: SG×CT×Z6×Career×Target×CT-ACCOUNTANT-v0.1 HopeBand: Mid GrindBand: High WisdomBand: High primary_risks: ["wrong base percent", "silent arithmetic slips", "trace missing"] fence_focus: ["PROT-VL-TRACE-ENFORCE", "math structure protocols"] notes: "Precision + consistency."- career_ct_id: SG×CT×Z6×Career×Target×CT-NURSE-v0.1 HopeBand: Mid GrindBand: High WisdomBand: Mid–High primary_risks: ["mechanism gaps", "fatigue load", "comprehension under time"] fence_focus: ["PROT-SCI-EMERGENCY-MECHANISM", "PROT-SPEED-STABILITY-LADDER"] notes: "Operational stability + clarity."- career_ct_id: SG×CT×Z6×Career×Target×CT-TEACHER-v0.1 HopeBand: High GrindBand: Mid–High WisdomBand: High primary_risks: ["can explain but cannot detect wrong", "no systematic checks"] fence_focus: ["PROT-VL-SPOT-WRONG", "PROT-VL-TRACE-ENFORCE"] notes: "Teaching = explain + diagnose + repair routing."- career_ct_id: SG×CT×Z6×Career×Target×CT-SOFTWARE-v0.1 HopeBand: Mid GrindBand: High WisdomBand: High primary_risks: ["copy-paste thinking", "tool reliance", "no debugging trace"] fence_focus: ["PROT-VL-SPOT-WRONG", "PROT-VL-TRACE-ENFORCE", "variation drills"] notes: "Debugging = Oracle skill + Operator execution."- career_ct_id: SG×CT×Z6×Career×Target×CT-ARCHITECT-v0.1 HopeBand: High GrindBand: Mid WisdomBand: Mid–High primary_risks: ["diagram reasoning weak", "inconsistent constraints handling"] fence_focus: ["diagram reasoning protocols", "coherence protocols"] notes: "Design under constraints = stable reasoning + narrative clarity."- career_ct_id: SG×CT×Z6×Career×Target×CT-PILOT-v0.1 HopeBand: Mid GrindBand: High WisdomBand: High primary_risks: ["axis/unit confusion", "precision failure under time", "trace missing"] fence_focus: ["PROT-SCI-DATA-TEMPLATE", "PROT-VL-TRACE-ENFORCE", "speed-stability ladder"] notes: "Precision under load."- career_ct_id: SG×CT×Z6×Career×Target×CT-ENTREPRENEUR-v0.1 HopeBand: High GrindBand: Mid–High WisdomBand: Mid–High primary_risks: ["idea drift (no finish)", "overconfidence (VL)", "no variation adaptation"] fence_focus: ["PROT-SPEED-STABILITY-LADDER", "PROT-VL-VARIATION-DRILL", "PROT-ENG-PLAN-FIRST"] notes: "Option value + adaptation."
========================================================B) ROLE×CAREER CROSS MATRIX (v0.1)========================================================
REGISTRY: SG×RoleCareerMatrix×Z6 v0.1Schema:RoleCareer := {role, career_ct_id, best_fit_mode, typical_strengths[], typical_failure_modes[], fence_protocols[]}Roles:- V (Visionary): Hope-heavy, synthesis, exploration- O (Oracle): Wisdom-heavy, truth-lock, modelling/diagnosis- Op (Operator): Grind-heavy, execution, reliabilityMatrix (compact records; expand later):1) CT-DOCTOR- role: V | career_ct_id: CT-DOCTOR | best_fit_mode: "research/innovation doctor path" typical_strengths: ["systems thinking", "big-picture medicine", "curiosity"] typical_failure_modes: ["low grind → inconsistent practice", "unfinished fundamentals"] fence_protocols: ["PROT-SPEED-STABILITY-LADDER","PROT-VL-TRACE-ENFORCE"]- role: O | career_ct_id: CT-DOCTOR | best_fit_mode: "diagnostic excellence" typical_strengths: ["trace discipline", "mechanism clarity", "error learning"] typical_failure_modes: ["slow output under exam time"] fence_protocols: ["PROT-SPEED-STABILITY-LADDER","PROT-SCI-EMERGENCY-MECHANISM"]- role: Op | career_ct_id: CT-DOCTOR | best_fit_mode: "clinical operational stability" typical_strengths: ["routine grind", "completion under load"] typical_failure_modes: ["local maxima, weak reasoning depth if not fenced"] fence_protocols: ["PROT-SCI-EMERGENCY-MECHANISM","PROT-VL-TRACE-ENFORCE"]2) CT-LAWYER- role: V | CT-LAWYER | "strategic litigation/policy narrative" strengths: ["framing", "persuasion", "story arc"] failures: ["NIT connector chaos", "thesis drift"] fence: ["PROT-ENG-EMERGENCY-COHERENCE","PROT-HUM-THESIS-LOCK"]- role: O | CT-LAWYER | "case analysis / evidence discipline" strengths: ["evidence linking", "contradiction checks"] failures: ["under-time writing collapse"] fence: ["PROT-SPEED-STABILITY-LADDER","PROT-VL-TRACE-ENFORCE"]- role: Op | CT-LAWYER | "consistent drafting + preparation" strengths: ["routine output", "editing under time"] failures: ["weak originality if only template"] fence: ["PROT-VL-SPOT-WRONG","PROT-ENG-PLAN-FIRST"]3) CT-ENGINEER / CT-SOFTWARE (pattern)- Visionary-engineer: excels in architecture; must fence completion.- Oracle-engineer: excels in debugging/verification; must fence speed.- Operator-engineer: excels in delivery; must fence depth/variation.Fence defaults: ["PROT-VL-TRACE-ENFORCE","PROT-VL-VARIATION-DRILL","PROT-SPEED-STABILITY-LADDER"]4) CT-ENTREPRENEUR- Visionary-entrepreneur: natural; biggest risk = unfinished.- Oracle-entrepreneur: strongest at reality checks; risk = slow shipping.- Operator-entrepreneur: strongest at shipping; risk = weak strategy.Fence defaults: ["PROT-SPEED-STABILITY-LADDER","PROT-VL-SPOT-WRONG","PROT-VL-VARIATION-DRILL"]
========================================================C) LIVE PLANNER–PREDICTOR SIMULATION (v0.1)CASE: Singapore Primary 5 child. Target = Doctor.========================================================
ASSUMPTIONS (minimal; can be replaced by real sensor results):- AgeBand: P5 (P3–P6)- GoalHorizon: 18 months (PSLE / secondary transition readiness)- ToolUse: medium- TraceCompliance: missing sometimes (risk)- Evidence: 2-cycle micro-sensor results (sample values)INPUT (sample):SensorResults last 2 cycles:- SG×ENG×Z6×Tutor×Sensor×SENS-INF-10: TR 62 → 66 | notes: "inference without quote line"- SG×ENG×Z6×Tutor×Sensor×SENS-PARA-10: TR 58 → 61 | notes: "connector drift, weak link sentence"- SG×ENG×Z6×Tutor×Sensor×SENS-READ-5: TR 86 → 84 | notes: "literal ok"- SG×SCI×Z6×Tutor×Sensor×SENS-DR-5: TR 78 → 76 | notes: "definition ok, mechanism line weak"- SG×SCI×Z6×Tutor×Sensor×SENS-MR-90: FAIL → FAIL | notes: "cannot form A→B→C chain"- SG×VL×Z6×Tutor×Sensor×SENS-VL-MICRO-10: TracePresent no → no | notes: "no check line"(If SCI sensors not yet used at P5, treat these as “trial run” results.)ActiveSignatures inferred:- SG×SCI×Z6×Operator×Signature×SCI-SIG-DEFINITION-ONLY-NITS (S3)- SG×VL×Z6×Operator×Signature×SIG-AI-VL-02 Trace Missing (S3)- SG×ENG×Z6×Operator×Signature×ENG-SIG-NO-EVIDENCE-LINE (S2)- SG×ENG×Z6×Operator×Signature×ENG-SIG-CONNECTOR-CHAOS-NIT (S3 precursor via PARA-10)TARGET RESOLUTION:- CareerTarget: SG×CT×Z6×Career×Target×CT-DOCTOR-v0.1Required gate sensors include MR-90, TT-V-SCI, GRAPH-15, VL-MICRO-10.Currently: MR-90 FAIL + TraceMissing => WIDEN forbidden.OUTPUTBUNDLE (strict):1) PREDICTION BLOCKFeasibilityBand: FRAGILE (currently BLOCKED for widening) // because TraceMissing + NITS signatureWhy (Top3 Root Nodes):- #1 SG×VL×Z0×Learner×Node×VL-TRACE-LINE reason: TraceMissing S3 blocks all lanes; creates plausible-wrong brittleness. protocol: SG×VL×Z6×Operator×Protocol×PROT-VL-TRACE-ENFORCE- #2 SG×SCI×Z0×Learner×Node×SCI-MECH-2LINK reason: MR-90 fails → mechanism gate missing (Doctor corridor core). protocol: SG×SCI×Z6×Operator×Protocol×PROT-SCI-EMERGENCY-MECHANISM- #3 SG×ENG×Z0×Learner×Node×ENG-READ-INF reason: inference discipline supports science explanation + later humanities; currently missing evidence line. protocol: SG×ENG×Z6×Operator×Protocol×PROT-ENG-EVIDENCE-HABITRoleFit + HGW (0–10) (estimated from evidence proxies):- Hope: 7/10 — wants doctor, motivated (assumed)- Grind: 5/10 — outputs incomplete under structured demands- Wisdom: 3/10 — trace missing; weak self-check loopRoleBand:- Visionary: mid (Hope present, needs Grind fence)- Oracle: low-now (Wisdom/trace not yet)- Operator: mid (can improve via routine + completion)2) PLAN BLOCK (12 weeks default; scaled for 18 months)Mode: STITCH (build gates) with TRUNCATE (stop widening topics)Weekly total: 180 minutes (30 min × 6 days) + 1 timed miniWeeks 1–4 (Stitch Core Gates)- VL (daily 10 min): PROT-VL-TRACE-ENFORCE micro-task: “Every answer ends with 1 check line: estimate/unit/contradiction”- SCI (3×/week 20 min): PROT-SCI-EMERGENCY-MECHANISM micro-task: 2-link chains x10 (A→B→C) using causal verbs- ENG (2×/week 20 min): PROT-ENG-EVIDENCE-HABIT micro-task: claim + quote/evidence + explain (6 lines)Weeks 5–8 (Add Variation)- SCI: introduce near-variation ladder (near→mid contexts)- VL: spot-wrong contrast (1 wrong/1 right; explain why)- ENG: PARA-10 coherence once weekly with max 3 connectorsWeeks 9–12 (Transfer Under Time)- Add 1 timed mini weekly: - 10 min: SCI mechanism short - 10 min: ENG inference short - 10 min: VL check enforcement across both3) FENCE BLOCKFence Mode: TRUNCATE + STITCH- TRUNCATE: pause new topic accumulation until TracePresent=yes and MR-90 passes.- STITCH: repair VL + SCI mechanism + ENG inference in that order.Protocols applied:- PROT-VL-TRACE-ENFORCE- PROT-SCI-EMERGENCY-MECHANISM- PROT-ENG-EVIDENCE-HABIT4) RETEST BLOCKRe-test schedule:- Every week: - SENS-VL-MICRO-10 (TracePresent) - SENS-MR-90 (mechanism chain) - SENS-INF-10 (evidence line discipline)- Every 2 weeks: - PARA-10 (coherence / NIT risk)5) EXIT CONDITIONS BLOCKWIDEN allowed only if all true:- TracePresent=yes for 2 consecutive cycles (VL-MICRO-10)- MR-90 pass for 2 consecutive cycles- INF-10 evidence compliance (no missing evidence line) for 2 cycles- No NITS_w trigger in last 2 weeksWhen exit conditions met:- move FeasibilityBand from “Fragile/Blocked” → “Plausible (early corridor)”- then add: TT-V-SCI (variation) and, later, MATH graph meaning gate.END CASE.
What you can paste at the top of the “Planner” page (so any LLM runs it)
[RUN CAREEROS + ROLEOS PLANNER v0.1]User, paste ONE of:1) "I want to be a <career>." + age band + any scores/samples.2) "I am good at <skills>." + age band + any scores/samples.The model MUST:- resolve CT-* and/or RT-*- output: PredictionBlock + PlanBlock + FenceBlock + RetestBlock + ExitConditionsBlock- cite registry IDs for nodes/sensors/signatures/protocols- refuse WIDEN if TraceMissing or NIT/NITS/NITA exists
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/
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/

