SG×EducationOS — JC→CareerOS Bridge v0.1 (Planner-Career Corridor Predictor Engine)

TITLE: SG×EducationOS — JC→CareerOS Bridge v0.1 (Planner-Predictor Engine)
SUBTITLE: “I want to be a _____” + “I’m good at _____” → Lane×Role×HGW prediction + stable routing plan
VERSION: CivOS Unified Spec v1.x
MODE: Almost-Code / Prompt-runnable / WordPress paste-ready
OWNER: eduKateSG Fence Learning Systems (CareerOS module)
PLACE: SG
UPDATED: 2026-02-17
STATUS: deployable (v0.1)
WHAT THIS IS:
A CareerOS planner-predictor that any AI/LLM can run.
It does 2 things:
1) Predictor: estimates which careers (doctor/lawyer/engineer/etc.) are plausible corridors given current stability.
2) Planner: generates the minimum-risk routing plan to keep the student in the stable band while moving toward the corridor.
CORE IDEA:
Career prediction is NOT vibes.
It’s lattice readiness:
- Subject stability under load (P0–P3)
- Role tendency (Visionary / Oracle / Operator)
- Time vector (HGW: Hope / Grind / Wisdom)
- Gate coverage (syllabus gates + method/trace discipline)
- Drift risk (time crash, trace missing, unstable transfer)
========================================================
H1: CareerOS Planner-Predictor (SG) — JC Bridge v0.1
========================================================
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SECTION 1 — INPUT MODES (2 ENTRY PORTALS)
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Portal A (Intent-first):
- “I want to be a ______.”
Examples:
- doctor
- lawyer
- software engineer
- architect
- accountant
- psychologist
- pilot
- entrepreneur
Portal B (Skill-first):
- “I’m good at ______.”
Examples:
- writing/arguing
- math modelling
- lab/practical reasoning
- memorisation/definitions
- explaining concepts
- public speaking
- building systems
Both portals produce:
- Career corridor shortlist (Top 5–12)
- Readiness score bands
- Top3 RootGates to repair
- 12–24 month route plan (stable band)
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SECTION 2 — CAREER CORRIDOR REGISTRY (Z3 CAREER LANES)
--------------------------------------------------------
Schema:
SG×CAREER×Z3×Lane×<CAREER-ID>×v0.1
We start with the “most used, easiest to complete” corridors:
A) Healthcare
- SG×CAREER×Z3×Lane×MEDICINE-MBBS-v0.1
- SG×CAREER×Z3×Lane×DENTISTRY-BDS-v0.1
- SG×CAREER×Z3×Lane×PHARMACY-v0.1
- SG×CAREER×Z3×Lane×NURSING-v0.1
B) Law & Policy
- SG×CAREER×Z3×Lane×LAW-LLB-v0.1
- SG×CAREER×Z3×Lane×PUBLIC-POLICY-v0.1
C) STEM / Engineering / Computing
- SG×CAREER×Z3×Lane×CS-SOFTWARE-v0.1
- SG×CAREER×Z3×Lane×ENGINEERING-v0.1
- SG×CAREER×Z3×Lane×DATA-SCIENCE-v0.1
D) Business
- SG×CAREER×Z3×Lane×ACCOUNTING-v0.1
- SG×CAREER×Z3×Lane×FINANCE-v0.1
E) Humanities / Social Science
- SG×CAREER×Z3×Lane×PSYCHOLOGY-v0.1
- SG×CAREER×Z3×Lane×ECONOMICS-v0.1
(We expand corridors later. v0.1 focuses on core popular ones.)
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SECTION 3 — GATE MAP (SUBJECT→CAREER REQUIRED STABILITY)
--------------------------------------------------------
We do NOT encode university cut-offs here.
We encode stability requirements (what must be P2+).
Gate types:
- G1: Literacy/argument (GP/English)
- G2: Quant reasoning (H2 Math)
- G3: Science reasoning (H2 Chem/Phys/Bio)
- G4: Work ethic / pacing / consistency (Time crash risk)
- G5: Trace discipline (evidence/working/explanation)
- G6: Stress stability (transfer under variation)
Career → minimum gate stability:
MEDICINE-MBBS:
- Must have: G3 (Chem + Bio/Phys) P2, G2 P2, G5 strong, G4 stable
- Nice: GP P2+ (clear explanation)
LAW-LLB:
- Must have: G1 P2+, G5 strong (evidence + logic), G4 stable
- Nice: GP P3 tendencies (counterpoint / evaluation)
CS-SOFTWARE:
- Must have: G2 P2+, G4 stable, G6 good transfer
- Nice: Operator/Oracle blend (debug + model)
ENGINEERING:
- Must have: G2 P2+, G3 (Phys/Chem) P2, G5 working discipline
- Nice: Operator (execution) + Oracle (modelling)
ACCOUNTING/FINANCE:
- Must have: G2 P2, G4 stable, G5 method lines
- Nice: Oracle (pattern + interpretation)
PSYCHOLOGY:
- Must have: G1 P2, G4 stable
- Nice: GP evaluation + structured argument; research thinking
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SECTION 4 — ROLE + HGW PREDICTOR (VISIONARY / ORACLE / OPERATOR)
--------------------------------------------------------
We infer roles from observable signals (not personality tests).
Role sensors (examples):
Operator signals:
- consistent method marks
- stable under time
- strong checkline/error-fix
Oracle signals:
- good modelling, infers patterns, explains systems, predicts outcomes
Visionary signals:
- generates new frames, strong synthesis, original but coherent structures
HGW time-vector sensors:
Hope (future pull):
- sets goals, plans, consistent long-term route
Grind (present execution):
- shows up, completes, repeats, drills
Wisdom (past integration):
- learns from errors, upgrades method, reduces repeated mistakes
We compute:
RoleProfile = {V, Oa, Op} in 0–100
HGW = {H, G, W} in 0–100
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SECTION 5 — READINESS SCORE (THE CORE PREDICTOR)
--------------------------------------------------------
For each career corridor:
ReadinessScore = WeightedSum(
  SubjectStability,
  TraceDiscipline,
  TimeStability,
  TransferStability,
  RoleFit,
  HGWBalance
)
We output bands:
- GREEN: viable corridor now (plan focuses on widening)
- AMBER: viable if Top3 RootGates repaired within 12–24 weeks
- RED: not viable yet (too much P0 risk; route is longer)
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SECTION 6 — INPUT LAYER: WHAT DATA DO WE NEED?
--------------------------------------------------------
Minimum input pack (works with any student):
- Last 2 weeks micro-check results:
  GP: CHAIN-10, ESSAYPLAN-10
  H2 Math: DIFF-10, INTEG-10, MIX-10, ERRFIX-10
  Science: CONCEPT-10, CHAIN-10, DATA-10
- Flags: TraceMissing? WorkingMissing? TimeCrash?
- Student intent (Portal A) OR strengths (Portal B)
- Weekly study time budget
Optional (for higher accuracy):
- 1 writing sample (AQ paragraph)
- 1 math solution (with working)
- 1 science explanation answer
--------------------------------------------------------
SECTION 7 — OUTPUT LAYER: WHAT THE SYSTEM RETURNS
--------------------------------------------------------
The planner-predictor returns:
A) Career Corridor Shortlist
- Top 5–12 with Green/Amber/Red bands
- reason: which gates are strong/weak
B) Top3 RootGates (must-fix)
- e.g., TRACE discipline, time crash, inference chain, calculus core, explanation chain
C) 12–24 month route plan
- weekly schedule (sensors + protocols)
- widen permission rules
- milestone checks (every 4 weeks)
- fallback corridors (safe alternates)
D) Role/HGW profile
- Visionary/Oracle/Operator scores
- Hope/Grind/Wisdom scores
- recommendation: what to train to balance
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SECTION 8 — READY-TO-RUN LLM PROMPTS (COPY/PASTE)
--------------------------------------------------------
PROMPT 1 — INTENT-FIRST CAREER ROUTER
[CareerOS Planner-Predictor v0.1 — Intent First]
Place: SG
Student age/level: J1/J2
Intent career: <doctor/lawyer/etc>
Time budget per week: __ hours
Micro-check results (last 2 weeks):
GP: CHAIN-10 __/9, AQ-10 __/8, ESSAYPLAN-10 __/6
H2 Math: DIFF-10 __/6, INTEG-10 __/6, MIX-10 __/6, ERRFIX-10 __/3
Science: CONCEPT-10 __/8, CHAIN-10 pass/fail, DATA-10 __/6, PRACT-10 __/6
Flags:
TraceMissing? Y/N
WorkingMissing? Y/N
TimeCrash? Y/N
Task:
1) Compute RoleProfile (V/Oracle/Operator) and HGW (Hope/Grind/Wisdom).
2) Score readiness for each corridor in the registry (Medicine/Law/CS/Engineering/Finance/Psych).
3) Output: Green/Amber/Red bands + Top3 RootGates.
4) Generate a 12-week stabilisation plan (sensors + protocols + retest).
5) Generate a 12-month widening plan (milestones every 4 weeks).
Return in this format only:
Corridors / RootGates / Plan-12w / Plan-12m / RoleHGW
PROMPT 2 — SKILL-FIRST CAREER ROUTER
[CareerOS Planner-Predictor v0.1 — Skill First]
Place: SG
Student age/level: J1/J2
Strengths: <list 3–8 strengths>
Weaknesses: <list 3–8 weaknesses>
Time budget per week: __ hours
Micro-check results: <same as above>
Flags: TraceMissing/WorkingMissing/TimeCrash
Task:
1) Infer career corridors that match strengths and are viable under current stability.
2) Propose 3 “best fit” + 3 “safe alternates”.
3) Give a stability plan to upgrade the weakest gate.
Return:
BestFit / SafeAlternates / RootGates / Plan-12w / RoleHGW
PROMPT 3 — “CAN THIS CHILD BECOME A DOCTOR/LAWYER?” CHECK
[Career Viability Check v0.1]
Claimed career: <doctor/lawyer/etc>
Paste: 1 GP paragraph + 1 math solution + 1 science explanation + micro scores.
Task:
- classify Phase (P0–P3) per gate
- state viability band (Green/Amber/Red)
- output the minimum repair route to reach Amber→Green
Return:
GatePhases / Band / RepairRoute
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SECTION 9 — FENCE MODE RULES FOR CAREER ROUTING
--------------------------------------------------------
If any of these are true:
- TraceMissing repeats
- WorkingMissing repeats
- TimeCrash repeats
Then:
FenceMode = TRUNCATE + STITCH
Meaning:
- stop adding new topics
- repair root gates only
- retest weekly
- widen only after 2 consecutive stable passes
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SECTION 10 — FAILURE MODE TRACE (EXPLICIT, NON-EMOTIVE)
--------------------------------------------------------
Example trace (doctor intent):
Z0: weak explanation chain + working missing
→ Z2: loses method/explanation marks in Math/Science
→ P1 looks OK in tuition, but collapses under timed paper
→ P0 event at exam variation spike
Repair:
Trace discipline + step-lock + explanation chain
→ restore P2 stability
→ widen into advanced application questions
========================================================
END: JC→CareerOS Bridge v0.1
========================================================

TITLE: CareerOS — SG Career Corridor Spec Pack v0.1 (6 Corridors, Executable)
SUBTITLE: Each corridor = Gate Pack + Sensors + Protocols + Milestones + Safe Alternates
VERSION: CivOS Unified Spec v1.x
MODE: Almost-Code / LLM-runnable / WordPress paste-ready
OWNER: eduKateSG Fence Learning Systems (CareerOS)
PLACE: SG
UPDATED: 2026-02-17
STATUS: publishable (v0.1)
CORRIDORS INCLUDED (v0.1):
1) Medicine (MBBS)
2) Law (LLB)
3) Computer Science (Software)
4) Engineering
5) Finance/Accounting
6) Psychology
NOTE:
We do NOT encode university cutoffs here.
We encode stability gates + repair routes (Phase reliability under load).
========================================================
H1: CareerOS Corridor Spec Pack v0.1 — SG
========================================================
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COMMON SCHEMA (APPLIES TO ALL CORRIDORS)
--------------------------------------------------------
CorridorSpec := {
  CorridorID,
  RequiredGates[],
  PreferredGates[],
  Disqualifiers[],
  RequiredSensors[],
  CoreProtocols[],
  Milestones_12w[],
  Milestones_12m[],
  RoleFitProfile,
  HGWBalanceTarget,
  SafeAlternates[]
}
Gate definitions:
G1 = Literacy/Argument (GP/English chain)
G2 = Quant reasoning (Math method + transfer)
G3 = Science reasoning (explain chain + application)
G4 = Time stability (no repeated time crash)
G5 = Trace discipline (evidence/working/structure)
G6 = Transfer stability (variation resilience)
Band logic:
GREEN: all RequiredGates at P2+ + no disqualifiers
AMBER: 1–2 gates at P1 but repairable within 12–24 weeks (no disqualifiers)
RED: multiple gates at P0/P1 or disqualifiers present
Universal disqualifiers (v0.1):
- TraceMissing repeats (G5 fail)
- WorkingMissing repeats (G5 fail)
- TimeCrash repeats (G4 fail)
If present → forced TRUNCATE+STITCH mode until cleared.
========================================================
CORRIDOR 1 — SG×CAREER×Z3×Lane×MEDICINE-MBBS-v0.1
========================================================
RequiredGates:
- G3 P2 (Science explanation chain + application)
- G2 P2 (Math method + transfer)
- G5 strong (trace discipline)
- G4 stable (no repeated time crash)
PreferredGates:
- G1 P2 (clear reasoning + concise writing)
- G6 P2 (handles novel contexts)
RoleFitProfile:
- Operator + Oracle blend (execution + modelling)
HGW target:
- Grind high, Wisdom high, Hope steady (J1–J2 long runway)
RequiredSensors (JC default):
- GP: CHAIN-10 (at least pass once/month)
- H2 Math: DIFF-10, INTEG-10, MIX-10, ERRFIX-10
- Science (choose track):
  - CONCEPT-10
  - CHAIN-10
  - DATA-10
  - APPLY-10
  - PRACT-10 (monthly)
CoreProtocols (Top set):
- FENCE-9758-METHOD-LADDER-25
- FENCE-SCI-EXPLAIN-CHAIN-25
- FENCE-SCI-DATA-25
- FENCE-9758-CHECKLINE-25
- FENCE-SCI-PRACTICAL-25
Milestones_12w (Doctor route):
Wk1–4:
- Clear disqualifiers (working missing / time crash / chain missing)
- Target: 2 passes each for Math DIFF + INTEG
Wk5–8:
- Science: CHAIN pass twice + DATA pass twice
- Target: APPLY pass once
Wk9–12:
- Mixed transfer: Math MIX pass twice
- Science APPLY pass twice
Band goal:
- AMBER → GREEN transition if stable
Milestones_12m (Doctor route):
- Every 4 weeks: run a “Mini-Mock Pack”
  - 1 Math mixed set
  - 1 Science structured set
  - 1 Science data set
- Maintain: no repeated time crash
SafeAlternates:
- PHARMACY, NURSING, BIOMED, PSYCHOLOGY (if G3 strong but G2 weaker)
========================================================
CORRIDOR 2 — SG×CAREER×Z3×Lane×LAW-LLB-v0.1
========================================================
RequiredGates:
- G1 P2+ (argument clarity + evaluation)
- G5 strong (evidence + reasoning chain)
- G4 stable (sustained output under time)
PreferredGates:
- G6 P2 (handles new question framings)
- G2 P1+ (basic quant is fine but not central)
RoleFitProfile:
- Oracle + Visionary leaning (interpretation + synthesis)
HGW target:
- Hope high (future framing), Wisdom high (integration), Grind stable
RequiredSensors:
- GP: CHAIN-10 weekly
- GP: ESSAYPLAN-10 weekly
- GP: AQ-10 fortnightly
- Optional: Oral/Speaking-10 (if available)
CoreProtocols:
- FENCE-GP-CHAIN-25
- FENCE-GP-ESSAY-SPINE-25
- FENCE-GP-AQ-CBEI-25
- FENCE-GP-COUNTER-25
Milestones_12w (Law route):
Wk1–4:
- Thesis lock + paragraph roles stable
- CHAIN-10 pass twice + ESSAYPLAN pass twice
Wk5–8:
- Counterpoint + rebuttal added consistently
- AQ-10 pass twice
Wk9–12:
- Timed paragraph craft: 2 high-quality paragraphs/week
Band goal:
- AMBER → GREEN if consistent under time
Milestones_12m:
- Monthly: timed mini-essay + AQ pack
- Build evidence bank (SG + global) by themes
SafeAlternates:
- PUBLIC POLICY, COMMUNICATIONS, BUSINESS, PSYCHOLOGY (if writing strong)
========================================================
CORRIDOR 3 — SG×CAREER×Z3×Lane×CS-SOFTWARE-v0.1
========================================================
RequiredGates:
- G2 P2+ (math reasoning + error detection)
- G4 stable (regular grind; consistency)
- G6 P2 (transfer, debugging mentality)
PreferredGates:
- G1 P1+ (communication)
- G5 strong (working/trace discipline)
RoleFitProfile:
- Operator + Oracle (build + debug + model)
HGW target:
- Grind highest, Wisdom medium-high, Hope steady
RequiredSensors:
- H2 Math: MIX-10 weekly
- H2 Math: ERRFIX-10 weekly
- Optional “Logic/Algorithm” micro (CareerOS internal sensor)
CoreProtocols:
- FENCE-9758-METHOD-LADDER-25
- FENCE-9758-CHECKLINE-25
- CareerOS: FENCE-DEBUG-TRACE-25 (see below)
- CareerOS: FENCE-PROBLEM-DECOMP-25
Milestones_12w (CS route):
Wk1–4:
- zero working missing
- ERRFIX pass twice
Wk5–8:
- MIX pass twice
- Decomposition protocol run weekly
Wk9–12:
- Add 1 mini-project weekly (small, complete)
Band goal:
- AMBER → GREEN by transfer stability
Milestones_12m:
- Monthly: build/ship 1 small project (portfolio)
- Weekly: 1 debugging exercise (trace your reasoning)
SafeAlternates:
- DATA SCIENCE, ENGINEERING, FINANCE (if quant strong)
CareerOS extra sensors (internal):
- SENS-CS-DECOMP-10-v0.1 (break a problem into steps)
- SENS-CS-DEBUG-10-v0.1 (find bug in reasoning)
========================================================
CORRIDOR 4 — SG×CAREER×Z3×Lane×ENGINEERING-v0.1
========================================================
RequiredGates:
- G2 P2 (math method + modelling)
- G3 P2 (physics/chem reasoning OR applied science)
- G5 strong (working discipline)
PreferredGates:
- G6 P2 (novel contexts)
- G4 stable (time management)
RoleFitProfile:
- Operator strong + Oracle (modelling)
HGW target:
- Grind high, Wisdom high, Hope moderate
RequiredSensors:
- H2 Math: DIFF/INTEG/MIX
- Science: CONCEPT/CHAIN/DATA/APPLY
CoreProtocols:
- FENCE-9758-METHOD-LADDER-25
- FENCE-SCI-EXPLAIN-CHAIN-25
- FENCE-SCI-DATA-25
- FENCE-SCI-PRACTICAL-25
Milestones_12w:
- Math method stability + science chain stability
- Monthly: 1 design question (practical thinking)
Milestones_12m:
- Build “applied reasoning log”: 1 page/month with a real system explained
SafeAlternates:
- CS, DATA, ARCHITECTURE (if spatial reasoning strong), BUSINESS (if math ok)
========================================================
CORRIDOR 5 — SG×CAREER×Z3×Lane×FINANCE-ACCOUNTING-v0.1
========================================================
RequiredGates:
- G2 P2 (quant + accuracy)
- G4 stable (consistency)
- G5 method/trace discipline
PreferredGates:
- G1 P1+ (communication)
- G6 P1+ (transfer)
RoleFitProfile:
- Oracle leaning (interpret numbers + trends) + Operator (accuracy)
HGW target:
- Grind high, Wisdom medium-high, Hope moderate
RequiredSensors:
- H2 Math: STATS-10 + MIX-10
- Error-Fix weekly
CoreProtocols:
- FENCE-9758-STATS-INTERPRET-25
- FENCE-9758-CHECKLINE-25
- FENCE-9758-METHOD-LADDER-25
Milestones_12w:
- Stats interpretation line becomes automatic
- Error-Fix pass twice
- Mixed pass twice
Milestones_12m:
- Monthly: 1 data interpretation report (explain chart + conclusion)
SafeAlternates:
- ECONOMICS, DATA SCIENCE, BUSINESS
========================================================
CORRIDOR 6 — SG×CAREER×Z3×Lane×PSYCHOLOGY-v0.1
========================================================
RequiredGates:
- G1 P2 (clear reasoning + writing)
- G4 stable (consistent reading + output)
- G5 evidence discipline
PreferredGates:
- G3 P1+ (basic scientific thinking, research logic)
- G6 P2 (handles nuance)
RoleFitProfile:
- Oracle + Visionary (interpretation + synthesis)
HGW target:
- Wisdom high, Hope high, Grind stable
RequiredSensors:
- GP: CHAIN-10, ESSAYPLAN-10
- Science (optional): PRACT-10 (research design thinking)
CoreProtocols:
- FENCE-GP-CHAIN-25
- FENCE-GP-ESSAY-SPINE-25
- FENCE-SCI-PRACTICAL-25 (research design style)
Milestones_12w:
- essay spine stable + evaluation improves
- research design mini answers monthly
Milestones_12m:
- monthly: one mini literature summary (claim + evidence + limitation)
SafeAlternates:
- COMMUNICATIONS, SOCIOLOGY, PUBLIC POLICY, EDUCATION
========================================================
SECTION — CAREEROS PROTOCOL ADD-ONS (INTERNAL, V0.1)
========================================================
FENCE-DEBUG-TRACE-25
Goal: build “debug your thinking” reflex (Oracle/Operator)
Steps:
1) Write your solution in 5–8 steps.
2) For each step: “what assumption did I use?”
3) Find one step that could be wrong; test it.
4) Rewrite solution with corrected step.
FENCE-PROBLEM-DECOMP-25
Goal: build decomposition (CS/Engineering)
Steps:
1) Convert goal into 3 subgoals.
2) Convert each subgoal into 3 actions.
3) Identify dependencies.
4) Produce final sequence.
========================================================
SECTION — UNIVERSAL ROUTING OUTPUT TEMPLATE (FOR LLM)
========================================================
[Corridor Output Template v0.1]
Intent/Skills:
Corridors:
- <CorridorID>: Band (Green/Amber/Red) | Why (gates)
Top3 RootGates:
#1
#2
#3
Plan-12w:
- Sensors A/B/C rotation
- Protocol sessions (2–4/week)
- Retest schedule
Plan-12m:
- Monthly milestones
Role/HGW:
- V/Oracle/Operator
- Hope/Grind/Wisdom
SafeAlternates:
- 3 options
========================================================
END: CareerOS Corridor Spec Pack v0.1
========================================================

TITLE: CareerOS — Any-Age Bridge v0.1 (Primary→Secondary→JC→Career)
SUBTITLE: “I want to be a _____” works from P4 to J2 using age-appropriate gates + stable flight plan
VERSION: CivOS Unified Spec v1.x
MODE: Almost-Code / LLM-runnable / WordPress paste-ready
OWNER: eduKateSG Fence Learning Systems (CareerOS module)
PLACE: SG
UPDATED: 2026-02-17
STATUS: deployable (v0.1)
PURPOSE:
Parents ask too late:
- “Can my child become a doctor?” only appears in Sec 4 or JC,
when load is already high and drift is already deep.
This bridge lets intent become a **long-horizon routing plan**:
- what to train now (P4–P6)
- what to stabilise next (Sec 1–2)
- what to specialise later (Sec 3–4 / JC)
without forcing premature streaming.
CORE IDEA:
Career corridors are **Z3 destinations**.
Children live at Z0–Z2 daily gates.
So we route:
Z3 Career → Z2 Gate Families → Z0 Atoms (age-appropriate) → Weekly loop (Sensors→Router→Protocols).
========================================================
H1: CareerOS Any-Age Bridge v0.1 (SG)
========================================================
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SECTION 1 — AGE BANDS (4 STAGES)
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Stage A: Primary (P1–P6)
- Goal: build stable Core Engine (English+Math) + early Science reasoning habits
- Output: P2 stability under basic time + variation
Stage B: Lower Sec (Sec 1–2)
- Goal: prevent drift; lock trace/working discipline; algebra + paragraph roles
- Output: P2 stability before Upper Sec load spike
Stage C: Upper Sec (Sec 3–4, O-Level)
- Goal: secure method marks + evidence chains; transfer under timed papers
- Output: P2 stable in exam conditions
Stage D: JC (J1–J2, A-Level)
- Goal: specialisation; advanced reasoning chains; stable timed performance
- Output: corridor-ready gate stability
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SECTION 2 — UNIVERSAL CAREER INPUT PORTALS (ANY AGE)
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Portal A (Intent-first):
“I want to be a ______.”
Portal B (Skill-first):
“I’m good at ______.”
Portal C (Concern-first):
“My child keeps failing ______.”
All portals produce:
- Corridor shortlist (Green/Amber/Red)
- Age-appropriate Top3 RootGates
- Weekly plan (based on current stage)
- Long-horizon milestones (every 4 weeks)
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SECTION 3 — CORRIDOR→GATE FAMILY MAP (DESTINATION TO NOW)
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Gate families (cross-age):
GF1: Language power (clarity + evidence + structure)
GF2: Quant reasoning (accuracy + modelling + transfer)
GF3: Science thinking (explain chain + data + design)
GF4: Execution stability (pacing + consistency)
GF5: Trace discipline (show proof/working/why)
GF6: Self-correction (error find + upgrade habit)
Mapping (examples):
Medicine:
- GF2 + GF3 + GF5 + GF4 (heavy)
Law:
- GF1 + GF5 + GF4 (heavy)
CS/Engineering:
- GF2 + GF6 + GF4 + GF5 (heavy), GF3 for engineering
Finance:
- GF2 + GF6 + GF4 (heavy), GF1 moderate
Psychology:
- GF1 + GF5 + GF4 (heavy), GF3 moderate (research design)
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SECTION 4 — AGE-APPROPRIATE GATES (WHAT “GF2” MEANS AT EACH STAGE)
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Example: GF2 (Quant reasoning) ladder:
Primary (P3–P6):
- fractions/ratio sense, word problems model drawing, checkline habit
Sensors:
- MATH: MODEL-10, FRR-10, MIX-10, ERRFIX-10
Lower Sec (S1–S2):
- algebra basics, ratio/percent stability, 2-step WP without drift
Sensors:
- S12: ALG-10, RP-10, WP-10, ERRFIX-10, TRANSFER-10
Upper Sec (O-Level):
- algebra manipulation, modelling, geometry/probability under time
Sensors:
- 4052: ALG-10, WP-10, MIX-10, ERRFIX-10
JC (A-Level):
- calculus + stats + method discipline
Sensors:
- 9758: DIFF-10, INTEG-10, MIX-10, ERRFIX-10
Same for GF1, GF3, GF4, GF5, GF6.
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SECTION 5 — THE ANY-AGE PREDICTOR (BAND LOGIC)
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We DO NOT predict “yes/no”.
We output a viability band plus repair path.
Band rules (any age):
GREEN:
- Required gate families for the corridor are P2 stable for this stage
AMBER:
- 1–2 gate families are P1 but repairable within 12–24 weeks
RED:
- multiple gate families show P0 risk (trace missing / time crash / cannot start)
Note:
A Primary 4 child can be GREEN for “doctor corridor” at Stage A
if they’re stable on the Stage A gates (GF2/GF5/GF4).
It does NOT claim university admission.
It claims: “trajectory is structurally correct and stable.”
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SECTION 6 — OUTPUT: “STABLE FLIGHT PLAN” (NOW + NEXT + LATER)
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For any age, the system outputs:
A) Now (next 12 weeks)
- stage-appropriate sensors A/B/C rotation
- Top3 RootGates
- protocols (2–4/week)
- retest rule + widen permission
B) Next (next 12 months)
- milestone packs every 4 weeks
- widen steps (variation + time + complexity)
C) Later (handoff to next stage)
- “switch-over rule”
- what new sensors appear next stage
- what must be stable before switching
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SECTION 7 — READY-TO-RUN LLM PROMPTS (ANY AGE)
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PROMPT A — INTENT FIRST (ANY AGE)
[CareerOS Any-Age Bridge v0.1 — Intent First]
Place: SG
Student level: <P4/P6/S1/S3/J1/etc>
Intent career: <doctor/lawyer/engineer/etc>
Time budget per week: __ hours
Micro-check results (last 2 weeks):
English:
- TRACE-10: PASS/FAIL
- Reading OE-10: PASS/FAIL
- Writing (PLAN or SIT or PARA): PASS/FAIL
Flags: TraceMissing? Y/N | NIT breach? Y/N | TimeCrash? Y/N
Math:
- MODEL/WP-10: PASS/FAIL
- MIX-10: PASS/FAIL
- ERRFIX-10: PASS/FAIL
Flags: WorkingMissing? Y/N | TimeCrash? Y/N
Science (if applicable at level):
- CONCEPT-10: PASS/FAIL
- CHAIN-10: PASS/FAIL
- DATA-10: PASS/FAIL
Task:
1) Identify stage (Primary/LowerSec/UpperSec/JC).
2) Use corridor gate-family map to score viability band (Green/Amber/Red).
3) Output Top5 corridors + SafeAlternates.
4) Output Top3 RootGates (age-appropriate).
5) Generate 12-week stabilisation plan (sensors + protocols + retests).
6) Generate 12-month widening plan (milestones every 4 weeks).
Return ONLY:
Stage / Corridors / RootGates / Plan-12w / Plan-12m / Handoff
PROMPT B — SKILL FIRST (ANY AGE)
[CareerOS Any-Age Bridge v0.1 — Skill First]
Place: SG
Student level: __
Strengths (3–8): __
Weaknesses (3–8): __
Micro-check results + flags: __
Task:
- Map strengths to gate families
- Propose 3 best-fit corridors + 3 safe alternates
- Provide Top3 RootGates + 12-week plan
Return:
GateFamilyMap / BestFit / Alternates / RootGates / Plan-12w
PROMPT C — CONCERN FIRST (ANY AGE)
[CareerOS Any-Age Bridge v0.1 — Concern First]
Place: SG
Level: __
Problem: “My child keeps failing ______.”
Paste 1 sample of the failure (answer/work/writing).
Task:
- Identify failure mode trace (Z0→Z2)
- Choose Top3 root gates
- Give repair plan 2 weeks + retest
Return:
FailureTrace / RootGates / Repair-2w / Retest
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SECTION 8 — SWITCHOVER RULE (STAGE HANDOFF)
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Switch to next stage sensors when:
- current stage widen gates passed for 3 consecutive weeks
AND
- no Trace/Working missing in last 2 weeks
AND
- time crash cleared
Example:
Primary → Lower Sec:
- English: TRACE stable + writing plan stable
- Math: WP/model stable + mixed stable + errfix present
Lower Sec → O-Level:
- algebra stable + paragraph roles stable + transfer stable
O-Level → JC:
- method marks stable + timed stability present
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SECTION 9 — FAILURE MODE TRACE (EXPLICIT)
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Example (Primary kid “doctor” intent):
Z0: no working shown + guessing on word problems
→ Z2: cannot model multi-step
→ Stage A GF2 fails
→ Later Stage C: collapses under time
Repair:
MODEL-DRAW + STEP-LOCK + CHECKLINE
→ restores P2 stability now
→ preserves correct long-horizon trajectory
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END: CareerOS Any-Age Bridge v0.1
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