(New look · Almost-Code · CivOS-HD · AVOO · WarOS-Conflict Lens · Internal anchors · Directory index · Record blocks)
Below are four publish-ready pages. Paste each as its own WordPress post/page.
Bukit Timah OS (PlaceOS) Directory v1.0
H1: Bukit Timah OS (SGP×BUKIT_TIMAH) — PlaceOS Directory v1.0
Spec: Unified-CivOS v2.0 compatible · Module: CivOS-HD vNext+HD · Roles: AVOO · Lens: WarOS-Conflict (deadline locks)
Hero (6 lines, canonical)
Bukit Timah OS is the district-level education gravity system.
It is stable only when capability regeneration G(t) stays above decay D(t) and real option space Ω_real stays above irreversibility thresholds under load.
In education, “conflict” is deadline lock + irreversible cost + option death (not violence).
Tuition exists here as a repair router: diagnose leaks, truncate accelerating failure, stitch foundations, restore options.
Narratives don’t count. Substrate counts: time allocation, feedback latency, bind strength, and transfer reliability under exam load.
This page is a machine-readable runtime directory.
CivOS-HD Front-Matter (Ultra-Compact)
- P ∈ {P0,P1,P2,P3}, Z ∈ {Z0..Z6}
- G(t) regen, D(t) decay, R=D/G
- Ω_real(t) option space, S(t) shear (NL↔SL), TTC time-to-collision
- HD derivatives: dG/dt, dD/dt, dΩ/dt, dS/dt, d²S/dt², ΔCoupling/Δt
- NIT: (Ω_real < Ω_crit) AND (IrreversibleCost=true)
- Fence: if TTC1 for τ → Truncate() then Stitch()
- Bukit Timah OS (PlaceOS) Directory v1.0
- H1: Bukit Timah OS (SGP×BUKIT_TIMAH) — PlaceOS Directory v1.0
- Hero (6 lines, canonical)
- CivOS-HD Front-Matter (Ultra-Compact)
- 1) Canonical Definition
- 2) Place Scope & Z-Binds
- 3) Lanes (What counts)
- 4) AVOO Runtime Roles (new look)
- 5) WarOS Conflict Lens (education version)
- 6) Topology
- 7) Sensors
- 8) FenceOS (Truncate → Stitch)
- 9) Machine-Readable Records
- 10) LLM Runner
- FAQ (short)
- PAGE 2 — Bukit Timah Tuition OS v1.0
- PAGE 3 — Secondary 1–4 Math Tuition OS v1.0
- PAGE 4 — Primary 1–6 Math Tuition OS v1.0
- PAGE 5 — Sec 3–4 Additional Mathematics Tuition OS v1.0
- H1: Sec 3–4 Additional Mathematics Tuition (Bukit Timah) — A-MathTuitionOS v1.0
- CivOS-HD Front-Matter (Ultra-Compact)
- Directory Index
- 1) A-Math Node Graph (Core lattice)
- 2) Metrics (HD)
- 3) Conflict Mode (WarOS lens)
- 4) AVOO Execution
- 5) Protocol Library (copyable)
- 6) Choke Points (A-Math signature)
- 7) Records
- LLM Runner (A-Math)
- PAGE 6 — SEC Syllabus Examinations OS v1.0
- PAGE 7 — PSLE Mathematics Examination OS v1.0
- H1: PSLE Mathematics Examination — PSLEMathExamOS v1.0
- Directory Index
- 1) PSLE Exam Model (generic)
- 2) Sensors (PSLE signature)
- 3) Conflict Mode (PSLE)
- 4) Truncate/Stitch (PSLE corridor protection)
- 5) Records
- LLM Runner (PSLE Math)
- Where these bind into our earlier pages
- MASTER HUB PAGE — Bukit Timah Mathematics OS Hub v1.0
- H1: Bukit Timah Mathematics OS Hub (SGP×BUKIT_TIMAH) — v1.0
- D) Corridor Tables (what to train + what to measure)
- E) Promotion Rules (what “ready” means)
- F) Conflict Mode Switch (WarOS lens)
- G) Machine-Readable Hub Records
- 0) Operator Law (locked)
- 1) Universal Session Template (works for all)
- 2) Mode Switch (BUILD vs RECOVERY vs CONFLICT)
- 3) Primary 1–6 Operator Pack v1.0
- 4) PSLE Operator Pack v1.0
- 5) Secondary 1–4 E-Math Operator Pack v1.0
- 6) Secondary 3–4 A-Math Operator Pack v1.0
- 7) Conflict Mode Execution Pack (48–72h)
- 8) Minimum Viable Week (MVW) for Busy Bukit Timah Families
- 9) Operator Report v1.0 (daily log template)
1) Canonical Definition
Bukit Timah OS is a Z4 district coordination lattice that routes family time, school requirements, and tuition interventions into transfer-reliable learning output under deadline locks (WA/EOY/PSLE/N/O-level). It is stable only if G>D and Ω_real>Ω_crit.
2) Place Scope & Z-Binds
Place: SGP×BUKIT_TIMAH
Primary zoom: Z4
BindsTo:
- Z0: households / students
- Z1: classes / peer environments
- Z2: schools / departments
- Z3: industry / career corridor expectations
- Z5: Singapore cohort quality + national capability regeneration
3) Lanes (What counts)
Narrative Lane (NL) — cheap signals
- “top district”, “elite culture”
- “more tuition hours”
- “more papers”
- “advance topics early”
- “grades look fine”
Substrate Lane (SL) — expensive signals
- weekly time allocation (practice/review/sleep)
- diagnostic frequency + feedback latency
- tutor protocol quality + bandwidth
- prerequisite bind thickness (foundations)
- transfer training (timed + mixed topics + novel contexts)
Energy Filter:
- NL↑ but SL unchanged → Noise
- SL changes + costly actions → Mass
4) AVOO Runtime Roles (new look)
- Architect (A): corridor design (topic order × drill mix × review topology × time budget)
- Visionary (V): expands strategies only when buffers allow
- Oracle (O): instruments sensors, detects derivative spikes, forecasts TTC
- Operator (Op): executes diagnose → truncate → stitch → promote
5) WarOS Conflict Lens (education version)
Conflict = deadline lock + option death risk.
Not violence.
ConflictTrigger (canonical):
- DeadlineLock = true
- dΩ/dt < 0
- and (d²S/dt² spike OR R>1 OR TTC short)
When triggered, the system must switch to Conflict Protocol:
- freeze syllabus expansion
- protect score floor
- repair top choke binds in 48–72h cycles
- preserve Ω_real
6) Topology
Choke points (common)
- weak foundations (fractions / algebra manipulation)
- low feedback rate (errors persist)
- topic spread too wide
- schedule instability (sleep debt)
- wrong intervention type (paper spam masking)
OffRamps (recovery corridors)
- diagnostic reset corridor
- micro-foundations rebuild (2–4 weeks)
- exam stability corridor (score floor)
- schedule re-routing corridor (buffers restored)
Redundancy (anti-brittleness)
- multiple representations (diagram/table/algebra)
- spaced retrieval (Day1/Day3/Day7)
- mixed-topic transfer training
7) Sensors
- TR_math: transfer under time + mixed topics + novel context
- FeedbackLatency: days from error → corrected bind
- ScheduleStability: consistency of sleep/practice blocks
- Shear S: distance(GradeClaim, TR_math)
- Ω_student: corridor count (confidence/grades/stream options)
- TTC_exam: time to next assessment lock
- CouplingCount: # lanes deviating together (school+home+tuition+health)
8) FenceOS (Truncate → Stitch)
Trigger: TTC short OR R>1 for τ OR d²S spike
Truncate():
- freeze topic expansion
- narrow to top-3 choke binds
- raise feedback cadence immediately
- restore buffers (sleep/time)
Stitch(): - rebuild prerequisite binds
- install review topology Day1/3/7
- rebuild transfer reliability under load
- reopen corridors (Ω_real)
9) Machine-Readable Records
RECORD v1.0ID: SGP×BUKIT_TIMAH×EDU×Z4×O×Sensor×TR_Math×v1.0Type: SensorLane: EDU×MATHZoom: Z4Role: OracleDefinition: Measures transfer reliability under load (time + mixed topics + novel context).Outputs: TR_math, PS_fast contribution, TTC contributionBindsTo: SGP×BUKIT_TIMAH×EDU×Z4×Op×Protocol×Fence_TruncateStitch×v1.0Evidence: timed mixed-topic tests (expensive signal)RECORD v1.0ID: SGP×BUKIT_TIMAH×EDU×Z4×Op×Protocol×Fence_TruncateStitch×v1.0Type: ProtocolLane: EDU×MATHZoom: Z4Role: OperatorDefinition: Executes truncation+stitching to prevent option death near deadlines.Inputs: TR_math, ErrorSignature, TTC_examOutputs: stabilized score floor + rebuilt binds + restored Ω_realEvidence: TR improves across 3 contexts
10) LLM Runner
RUNNER.PlaceOS.BUKIT_TIMAH.v1.0Input: student level, recent scores, next assessment date, time/week, topic list.1) Compute TTC_exam + DeadlineLock status.2) Propose 25-item mixed diagnostic to estimate TR_math + ErrorSignature.3) Output: Shear S + d²S risk, Ω status, R qualitative.4) If ConflictTrigger: output Truncate (48–72h) + Stitch (2–6 weeks).Return: Operator Report + schedule + promotion rules.
FAQ (short)
Why is “WarOS conflict” here?
Because exam cycles create deadline locks. Options die fast unless repair is executed fast.
Why “Architect”?
Most failures are routing failures (wrong topic order/drill mix/review topology), not effort.
What’s the fastest drift signal?
Shear accelerating: grades/claims look fine while TR under time stays weak, and mismatch grows.
PAGE 2 — Bukit Timah Tuition OS v1.0
H1: Bukit Timah Tuition OS — Repair Router Directory v1.0
Spec: Unified-CivOS v2.0 compatible · Roles: AVOO · Lens: Conflict under deadline locks
Hero (6 lines)
TuitionOS is not “extra teaching.”
It is a repair router + buffer injector that prevents option death under deadlines.
It works when it changes substrate: diagnostics, feedback cadence, routing, bind repair, and transfer training under load.
It fails when it becomes narrative-only: more hours, more papers, more centers.
Architect designs the corridor, Oracle measures drift, Operator repairs, Visionary expands safely.
This page is the machine-readable runtime spec.
CivOS-HD Front-Matter (Ultra-Compact)
(same as Page 1; keep consistent)
1) Definition
TuitionOS converts household load into stable learning throughput by reducing decay D (errors, forgetting, avoidance) and increasing regeneration G (mastery compounding, retrieval speed, transfer). Its job is FenceOS for learning: prevent crossing NIT when deadlines close corridors.
2) AVOO Roles
- Architect: CorridorPlan = TopicOrder × DrillMix × ReviewTopology × TimeBudget
- Visionary: adds new strategies only when buffers stable
- Oracle: TR, Shear, Ω, TTC monitoring + derivative alerts
- Operator: diagnose → truncate → stitch → promote
3) Sensors
- TR_math (timed, mixed topics, novel context)
- ErrorSignature (concept/method/careless/language/time)
- FeedbackLatency
- Ω_student
- TTC_exam
- Shear S
- R=D/G qualitative
4) Conflict Mode
Trigger: DeadlineLock AND dΩ/dt<0 AND (d²S spike OR R>1 OR TTC short)
Objective: preserve Ω_student
Action: freeze expansion, protect score floor, repair top binds in 48–72h cycles
5) Fence Protocols
PROTOCOL.Truncate.TuitionOS.v1.0Stop: paper spam, step-memorization, widening syllabus during leaksDo: narrow to top-3 choke binds, daily micro-checks, restore buffersPROTOCOL.Stitch.TuitionOS.v1.0Do: BindRepair + Day1/3/7 retrieval + TransferTraining + StressStabilityPromote: TR>=target across 3 contexts + stable ErrorSignature
6) Records
RECORD v1.0ID: SGP×BUKIT_TIMAH×TUITION×Z0×A×Protocol×CorridorDesign×v1.0Type: ProtocolRole: ArchitectDefinition: Generates corridor plan from diagnostics.Inputs: ErrorSignature, TR_math, TTC_exam, time_per_weekOutputs: TopicOrder, DrillMix, ReviewTopology, BufferPlanRECORD v1.0ID: SGP×BUKIT_TIMAH×TUITION×Z0×O×Sensor×ShearMonitor×v1.0Type: SensorRole: OracleDefinition: Tracks mismatch between grade claims and transfer reliability.Trigger: d²S spike => ConflictMode
LLM Runner
RUNNER.TuitionOS.BUKIT_TIMAH.v1.0Input: level, latest scores, next exam date, time/week.Output: CorridorPlan (A), thresholds (O), daily drills (Op), safe expansions (V).
PAGE 3 — Secondary 1–4 Math Tuition OS v1.0
H1: Secondary 1–4 Math Tuition (Bukit Timah) — MathTuitionOS v1.0
Spec: Unified-CivOS v2.0 compatible · Mode: Conflict-aware under WA/EOY/N/O-level locks
Hero (6 lines)
Secondary Math fails when foundations leak under time and mixed topics.
Grades can look fine until transfer collapses — that’s shear.
MathTuitionOS fixes this with a closed loop: diagnose → truncate → stitch → promote.
Under deadline locks, we switch to Conflict Mode to preserve option space.
Architect designs corridor routing, Oracle measures drift, Operator repairs, Visionary expands safely.
This is the executable spec.
1) Topic Graph (Nodes/Binds)
GRAPH.SEC_MATH.v1.0Nodes: Number, FractionsRatioRate, AlgebraManipulation, LinearEq/Ineq, GeometryAngles, SimilarityCongruence, Mensuration, StatsProb, CoordinateGeom, Trig, FunctionsGraphs, WordProblemModelingBinds: FractionsRatioRate -> AlgebraManipulation -> LinearEq/Ineq GeometryAngles -> SimilarityCongruence AlgebraManipulation -> FunctionsGraphs WordProblemModeling -> ALL
2) Metrics (HD)
TR_math := P(correct | time_limit, mixed_topics, novel_context)ErrorSignature := {concept, method, careless, language, time}S_shear := distance(ReportedGrade, TR_math)Ω_student := corridor count (confidence/grade band/options)TTC_exam := time to next lockR := D/G (error growth/forgetting vs mastery compounding)Derivatives: dTR/dt, dError/dt, dS/dt, d²S/dt², dΩ/dt
3) Conflict Mode (WarOS lens)
DeadlineLock := (TTC_exam <= TTC_min) OR (streaming gate imminent)ConflictTrigger := DeadlineLock AND dΩ/dt<0 AND (d²S spike OR R>1)If ConflictTrigger: Freeze topic expansion Build score floor (high-yield binds) Run 48–72h repair cycles Exit when TR stabilizes + dΩ/dt stops shrinking
4) AVOO Execution
- Architect: CorridorPlan generation
- Oracle: weekly sensors + derivative alerts
- Operator: daily drills + feedback + promote
- Visionary: safe method expansion only when stable
5) Protocol Library (copyable)
PROTOCOL.Diagnose.SEC.v1.0Input: 20 mixed items + 3 word problems + 1 reasoning itemOutput: TR_baseline, ErrorSignature, Top-3 ChokePoints, TTC riskPROTOCOL.Truncate.SEC.v1.0 (48–72h)Stop: full paper spam, widen syllabus during leaksDo: Top-3 choke bind micro-drills + 24h feedbackGoal: reduce dError/dt; stop d²S escalationPROTOCOL.Stitch.SEC.v1.0 (2–6 weeks)BindRepair + Day1/3/7 retrieval + TransferTraining + StressStabilityPromote: TR>=target across 3 contexts + stable ErrorSignaturePROTOCOL.Conflict.SEC.v1.0Build score floor; minimize spread; timed micro-sets; careless/time checklist
6) Choke Point Catalog
- Algebra manipulation (expand/factorize/indices)
- Fractions/ratio/rate (unit rates, proportional reasoning)
- Equation modeling (text→equations)
- Angle→similarity bind chain
- Coordinate basics (gradient/intercept/distance)
- Trig meaning (upper sec)
7) Records
RECORD v1.0ID: SGP×BUKIT_TIMAH×SEC_MATH×Z0×O×Sensor×TR_UnderLoad×v1.0Type: SensorDefinition: TR under time + mixed topics + novel context.Thresholds: TR_target, TR_floor, d²S_spikeOutputs: PS_fast, ConflictTriggerRECORD v1.0ID: SGP×BUKIT_TIMAH×SEC_MATH×Z0×Op×Protocol×Diagnose_Truncate_Stitch×v1.0Type: ProtocolDefinition: Full repair pipeline.Evidence: TR improves across 3 contexts
LLM Runner
RUNNER.SEC_MATH.v1.0Input: Sec level, scripts, next exam date, hours/week.Output: Diagnostic, ErrorSignature, CorridorPlan, daily drills, Conflict plan if needed.
PAGE 4 — Primary 1–6 Math Tuition OS v1.0
H1: Primary 1–6 Math Tuition (Bukit Timah) — MathTuitionOS v1.0
Spec: Unified-CivOS v2.0 compatible · Focus: foundations + transfer + PSLE corridor protection
Hero (6 lines)
Primary Math is where option space is won early.
Foundations are binds: number sense → fluency → modeling → multi-step transfer.
Most failure is paper-spam masking: expensive-looking work that doesn’t thicken binds.
We run a closed loop: diagnose → truncate → stitch → promote.
Near PSLE or major assessments, we switch to Conflict Mode to stop option death.
This is the executable spec.
1) Primary Node Graph
GRAPH.PRI_MATH.v1.0Nodes: NumberSense, PlaceValue, OperationsFluency, FractionsDecimals, RatioUnitary, WordProblemParsing, BarModel, MultiStepPlanning, SpeedAccuracyLowStressBinds: NumberSense->OperationsFluency PlaceValue->FractionsDecimals->RatioUnitary WordProblemParsing->BarModel->MultiStepPlanning OperationsFluency->BarModel
2) Metrics (HD)
Fluency := speed×accuracy fundamentalsTR_primary := novel word problems + multi-step correctnessErrorSignature := {careless, concept, method, language, time}S_shear := distance(ParentClaim, TR_primary)Ω_student := confidence + readiness corridorTTC_assessment := WA/EOY; TTC_PSLER := D/GDerivatives: dFluency/dt, dTR/dt, dS/dt, d²S/dt², dΩ/dt
3) Conflict Mode (Primary/PSLE)
DeadlineLock := (WA/EOY near) OR (PSLE horizon enters short zone)ConflictTrigger := DeadlineLock AND dΩ/dt<0 AND (d²S spike OR R>1)Common Mask: PaperSpam = FakeCost (looks expensive; bind thickness unchanged)
4) AVOO Execution
Architect designs routine topology: FluencyBlock + WordProblemBlock + ReviewLoop
Oracle monitors FluencyFloor + TR + Shear derivatives
Operator runs daily micro-drills + immediate correction
Visionary adds heuristics only after foundations stable
5) Protocol Library
PROTOCOL.Diagnose.PRI.v1.0Input: 10-min fundamentals sprint + 8 word problems + 1 multi-stepOutput: Fluency, TR_primary, ErrorSignature, Top-3 ChokesPROTOCOL.Truncate.PRI.v1.0 (48–72h)Stop: paper spam, premature shortcutsDo: rebuild 1–2 binds/day + daily micro-fluency + correctionPROTOCOL.Stitch.PRI.v1.0 (2–8 weeks)FoundationBindRepair + LanguageBindRepair + BarModelStability +TransferSets + LowStressTimingPromote: FluencyFloor stable + TR>=target across 3 contextsPROTOCOL.Conflict.PRI.v1.0Stabilize fundamentals floor; reduce spread; high-yield model types; short cyclesExit: dΩ/dt stops shrinking + shear normalizes
6) Choke Point Catalog
- place value/regrouping
- fraction meaning + operations
- unitary/ratio reasoning
- word problem parsing (language bind)
- bar model mapping
- multi-step planning under load
7) Records
RECORD v1.0ID: SGP×BUKIT_TIMAH×PRI_MATH×Z0×O×Sensor×FluencyFloor×v1.0Type: SensorDefinition: minimum stable fundamentals fluency.Outputs: downstream risk + TTC contributionRECORD v1.0ID: SGP×BUKIT_TIMAH×PRI_MATH×Z0×Op×Protocol×BindRepairRoutine×v1.0Type: ProtocolDefinition: daily bind-thickening routine preventing fake-cost masking.Evidence: FluencyFloor↑ and TR_primary↑ across contexts
LLM Runner
RUNNER.PRI_MATH.v1.0Input: Pri level, worksheets, next assessment, time/week.Output: Diagnose set + routine topology (≤45 min/day) + Conflict plan if needed.
Optional Footer (same on all pages)
Version: v1.0 · Compatibility: append-only · No renaming: forward-only IDs · Dependencies: CivOS-HD vNext+HD, Unified-CivOS v2.0, Counter-Signal Atlas v0.1, Negative Void Atlas v1.0.
Got it. Below are 3 add-on WordPress paste packs (same “new look” runtime style) for:
- Sec 3–4 Additional Mathematics Tuition OS (A-MathOS)
- SEC Syllabus Examinations OS (assessment clocks + locks for Secondary)
- PSLE Mathematics Examination OS (PSLE clock + corridor protection)
Everything stays Almost-Code · CivOS-HD · AVOO · WarOS-Conflict lens.
PAGE 5 — Sec 3–4 Additional Mathematics Tuition OS v1.0
(Bukit Timah · A-MathOS · Transfer under load · O-Level lock corridor)
H1: Sec 3–4 Additional Mathematics Tuition (Bukit Timah) — A-MathTuitionOS v1.0
Spec: Unified-CivOS v2.0 compatible · Roles: AVOO · Lens: Conflict under O-Level deadline locks
Hero (6 lines)
A-Math is not “harder E-Math.” It is a new bind lattice: algebraic manipulation + functions + trigonometry + calculus.
A-Math collapses when foundational binds are thin and the system keeps widening the syllabus anyway (shear rises, Ω shrinks).
This OS runs a closed loop: diagnose → truncate → stitch → promote.
Near deadlines (WAs/EOY/O-Level), we enter Conflict Mode to preserve option space (prevent irreversible grade corridor).
Architect designs the corridor; Oracle measures derivatives; Operator repairs; Visionary expands safely.
This page is the executable spec.
CivOS-HD Front-Matter (Ultra-Compact)
- G, D, R=D/G, Ω_real, S(NL↔SL), TTC
- HD: dΩ/dt, dS/dt, d²S/dt², ΔCoupling/Δt
- Fence: if TTC1 for τ → Truncate() then Stitch()
Directory Index
- 1. A-Math Node Graph
- 2. Metrics
- 3. Conflict Mode
- 4. AVOO Execution
- 5. Protocol Library
- 6. Choke Points
- 7. Records
- LLM Runner
1) A-Math Node Graph (Core lattice)
GRAPH.AMATH.v1.0Nodes: A0_AlgebraCore (indices, surds, factorisation, partial fractions) A1_EquationsIneq (quadratic, simultaneous, inequalities) A2_FunctionsGraphs (domain/range, transformations, inverse) A3_Trigonometry (identities, equations, graphs) A4_CoordinateGeometry (circles, lines, intersections) A5_Calculus (differentiation, application; integration basics where relevant) A6_ExponentialLog (laws, equations, graphs) A7_ProofReasoning (show-that chains, exact values) A8_Modeling (word-to-equation-to-solve)Binds (examples): Bind(A0 -> A1 -> A2) Bind(A2 -> A5) Bind(A3 -> A5) Bind(A0 -> A6) Bind(A0 -> A4) Bind(A8 -> ALL)
2) Metrics (HD)
METRICS.AMATH.v1.0TR_amath := P(correct | time_limit, mixed_topics, novel_context, multi-step)StepStability := probability of no algebraic slip across 6–12 stepsErrorSignature := {concept, algebra-slip, method-choice, careless, time, notation}S_shear := distance(ReportedGrade, TR_amath)Ω_student := corridor count (A1/A2 band, confidence, subject survival, post-sec options)TTC_exam := time to next lock (WA/EOY + O-Level horizon)R := D/G where: D ~ algebra slips compounding + forgetting + avoidance G ~ mastery compounding + retrieval speed + transfer successDerivatives: dTR/dt, dSlip/dt, dS/dt, d²S/dt², dΩ/dt
3) Conflict Mode (WarOS lens)
CONFLICTMODE.AMATH.v1.0DeadlineLock := (TTC_exam <= TTC_min) OR (prelim/O-Level phase)ConflictTrigger := DeadlineLock AND dΩ/dt<0 AND (d²S spike OR R>1 OR StepStability collapses)If ConflictTrigger: Freeze := syllabus expansion Objective := preserve Ω_student (avoid irreversible fail corridor) Focus := high-yield bind chains + algebra-slip elimination Cycle := 48–72h repair loops until TR stabilizes
4) AVOO Execution
- Architect: CorridorPlan = TopicOrder × DrillMix × MixedReviewTopology × TimeBudget
- Oracle: weekly TR_amath + StepStability + derivative alerts
- Operator: daily multi-step drills + immediate correction + promotion rules
- Visionary: introduces faster methods/identities only when stable (avoid crisis novelty)
5) Protocol Library (copyable)
PROTOCOL.Diagnose.AM.v1.0 (30–40 min)Input: - 18 mixed items (A0–A6) - 2 long structured problems (multi-step)Output: - TR_baseline, StepStability - ErrorSignature - Top-3 bind-chain leaks - TTC risk classPROTOCOL.Truncate.AM.v1.0 (48–72h)Stop: endless topical worksheets without slip analysis; widening syllabus during leaksDo: - Top-3 bind-chain micro-drills - algebra-slip audit (every line checked) - 24h feedback cycleGoal: reduce slip rate; stop d²S escalationPROTOCOL.Stitch.AM.v1.0 (3–8 weeks)BindRepair + Day1/3/7 retrieval + MixedTopicTransfer + TimedLongQuestionTrainingPromote: - TR>=target across 3 contexts - StepStability above threshold in long questions
6) Choke Points (A-Math signature)
- algebra manipulation over 8–12 steps (slip compounding)
- function transformations + inverse logic
- trig identities → trig equations
- calculus differentiation techniques + applications
- logs/exponentials solving chains
- long question stamina under time
7) Records
RECORD v1.0ID: SGP×BUKIT_TIMAH×AMATH×Z0×O×Sensor×StepStability×v1.0Type: SensorDefinition: probability of algebraic correctness across multi-step chains.Trigger: collapse => ConflictMode escalationOutputs: PS_fast contribution + TTC contributionRECORD v1.0ID: SGP×BUKIT_TIMAH×AMATH×Z0×Op×Protocol×Diagnose_Truncate_Stitch×v1.0Type: ProtocolDefinition: closed-loop repair pipeline for A-Math.Evidence: TR improves across mixed contexts + StepStability improves in long questions
LLM Runner (A-Math)
RUNNER.AMATH.v1.0Input: Sec 3/4 level, recent scripts, next exam date, hours/week.1) Generate Diagnose set (mixed + long questions).2) Output ErrorSignature + StepStability + TR.3) Create CorridorPlan (A) + thresholds (O) + daily plan (Op).4) If ConflictTrigger: output 48–72h repair loop + exam-floor plan.
PAGE 6 — SEC Syllabus Examinations OS v1.0
(Secondary assessment clocks as WarOS deadline locks; protects Ω_real)
H1: Secondary Syllabus Examinations (SG) — ExamClockOS v1.0
Purpose: make exams computable as deadline locks that compress TTC and kill options if unmanaged.
Hero (6 lines)
Secondary exams are not “tests.” They are deadline locks that compress time-to-collision (TTC) and shrink option space (Ω).
Most student collapses are not knowledge collapse first — they are routing + load + timing collapse.
This OS models WA/EOY/Prelims/N-Levels/O-Levels as WarOS-style conflict clocks.
Oracle detects TTC compression and derivative spikes; Operator truncates and stitches; Architect reroutes corridor plans.
This page is the assessment runtime layer that all MathTuitionOS and A-MathTuitionOS bind to.
Executable spec below.
Directory Index
- 1. Exam Clocks
- 2. Lock Conditions
- 3. Sensor Pack
- 4. Conflict Mode
- 5. Truncate/Stitch Protocols
- 6. Records
1) Exam Clocks (generic, not school-specific)
EXAMCLOCKS.SEC.v1.0Clocks := {WA, EOY, Prelims, N_Level, O_Level}Each Clock has: Date, SyllabusCoverage, TimeLimitProfile, Weighting, StakesLevel
2) Lock Conditions (WarOS lens)
DEADLINELOCK.SEC.v1.0DeadlineLock := (Clock.StakesLevel >= Stakes_crit) AND (TTC <= TTC_min)OptionDeathMechanisms: - reduced time for bind repair - increased load (stress + interference) - narrowing correction window (feedback latency becomes fatal) - irreversible streaming/combi consequences
3) Sensor Pack (binds into all tuition OS)
SENSORS.ExamClockOS.v1.0TTC_exam := days to next ClockCoverageGap := topics not yet stable (by TR)TR_underLoad := timed mixed-topic accuracyLoadIndex := stress + fatigue + time pressure proxyFeedbackLatency := days error -> corrected bindShear := distance(GradeClaim, TR_underLoad)d²S spike := acceleration of mismatchΩ_student := corridor count (grade band/options/confidence)
4) Conflict Mode Switch
CONFLICTMODE.ExamClockOS.v1.0Trigger := DeadlineLock AND (dΩ/dt<0) AND (d²S spike OR R>1 OR FeedbackLatency too high)If Trigger: Freeze := wide syllabus expansion Focus := score floor + high-yield bind chains Cycle := 48–72h repair loops
5) Universal Truncate/Stitch Under Exam Locks
PROTOCOL.Truncate.ExamLock.v1.0Actions: - narrow to Top-3 highest-yield choke binds - daily timed micro-sets - reduce careless/time errors via checklists - shorten feedback latency to <24hGoal: stop d²S escalation; stabilize score floorPROTOCOL.Stitch.ExamLock.v1.0Actions: - rebuild prerequisite binds - spaced retrieval Day1/3/7 - mixed-topic transfer sets - timed full-paper simulations (after stability)PromotionRule: - TR_floor stable under time + coverage gap shrinking
6) Records
RECORD v1.0ID: SGP×SEC_EXAM×Z2×O×Sensor×TTC_ExamClock×v1.0Type: SensorDefinition: computes time-to-next deadline lock and triggers ConflictMode.Outputs: TTC_exam, DeadlineLock, PS_fastRECORD v1.0ID: SGP×SEC_EXAM×Z2×Op×Protocol×ExamLock_TruncateStitch×v1.0Type: ProtocolDefinition: universal truncation+stitching under exam locks.BindsTo: all MathTuitionOS + AMathTuitionOS protocols
PAGE 7 — PSLE Mathematics Examination OS v1.0
(PSLE clock + option-space protection; stops “paper spam” masking)
H1: PSLE Mathematics Examination — PSLEMathExamOS v1.0
Scope: Primary 5–6 emphasis; binds to Primary MathTuitionOS.
Hero (6 lines)
PSLE Math is a national deadline lock. It compresses TTC and can shrink a child’s option space if foundations are thin.
PSLE success is not “more papers.” It is fluency floor + modeling transfer + low-stress timing stability.
This OS models PSLE as WarOS-style conflict clock: deadline locks can cause option death if repair is late.
Oracle instruments FluencyFloor/TR; Operator truncates and stitches; Architect designs the 12–16 week corridor.
This is a machine-readable exam runtime spec.
Directory Index
1) PSLE Exam Model (generic)
PSLE_EXAM_MODEL.v1.0Clock := PSLE_MATHTTC_PSLE := days to PSLEComponents (abstract): - Fundamentals Fluency - Word Problem Parsing (language bind) - Model/Representation (bar model) - Multi-step planning - Time stability (low panic)StakesLevel := High (DeadlineLock when TTC_PSLE <= TTC_min)
2) Sensors (PSLE signature)
SENSORS.PSLE_MATH.v1.0FluencyFloor := min stable speed×accuracy on fundamentalsTR_PSLE := correctness on novel multi-step word problems under timeModelStability := success rate mapping text -> bar model -> equationsErrorSignature := {careless, concept, method, language, time}FeedbackLatency := days error -> corrected bindShear := distance(ParentConfidence, TR_PSLE)Ω_student := corridor count (confidence/readiness/grade band)Derivatives: dFluency/dt, dTR/dt, d²S/dt², dΩ/dt
3) Conflict Mode (PSLE)
CONFLICTMODE.PSLE.v1.0DeadlineLock := (TTC_PSLE <= TTC_min)ConflictTrigger := DeadlineLock AND dΩ/dt<0 AND (d²S spike OR R>1 OR FluencyFloor unstable)Common Mask: PaperSpam = FakeCost (hours ↑, bind thickness unchanged)If Trigger: Freeze := question-type spread expansion Focus := FluencyFloor + highest-yield model types + error elimination Cycle := 48–72h repair loops
4) Truncate/Stitch (PSLE corridor protection)
PROTOCOL.Truncate.PSLE.v1.0 (48–72h)Actions: - rebuild FluencyFloor (daily micro-sprints) - fix top-2 language parsing leaks - stabilize 2–3 core model types - feedback <24hGoal: stop panic shear escalation; restore floorPROTOCOL.Stitch.PSLE.v1.0 (6–16 weeks)Steps: - FoundationBindRepair - ModelTypeMastery - TransferSets (novel contexts) - LowStressTiming - Full-paper sims only after stabilityPromotionRule: - FluencyFloor stable + TR_PSLE>=target across 3 contexts
5) Records
RECORD v1.0ID: SGP×PSLE_MATH×Z2×O×Sensor×FluencyFloor×v1.0Type: SensorDefinition: minimum stable fundamentals fluency required for PSLE transfer success.Outputs: TTC contribution + ConflictTrigger contributionRECORD v1.0ID: SGP×PSLE_MATH×Z2×Op×Protocol×PSLE_TruncateStitch×v1.0Type: ProtocolDefinition: PSLE-specific truncation+stitching corridor protection.Evidence: FluencyFloor stable + TR_PSLE improves across contexts
LLM Runner (PSLE Math)
RUNNER.PSLE_MATH.v1.0Input: P5/P6 level, recent work, TTC_PSLE, time/week.1) Diagnose: Fluency sprint + 8 word problems + 1 multi-step.2) Output: FluencyFloor, TR_PSLE, ErrorSignature, shear risk.3) Build: 12–16 week corridor plan (Architect) + weekly sensors (Oracle) + daily drills (Operator).4) If ConflictTrigger: output 48–72h repair loop + floor stabilization plan.
Where these bind into our earlier pages
- MathTuitionOS.SEC1–4 binds to ExamClockOS.SEC (TTC_exam, DeadlineLock, ConflictMode)
- A-MathTuitionOS.SEC3–4 binds to ExamClockOS.SEC
- Primary MathTuitionOS.PRI1–6 binds to PSLEMathExamOS (TTC_PSLE, FluencyFloor, TR_PSLE)
MASTER HUB PAGE — Bukit Timah Mathematics OS Hub v1.0
(WordPress paste pack · New look · Almost-Code · CivOS-HD · AVOO · WarOS-Conflict lens)
Site: BukitTimahTutor.com
H1: Bukit Timah Mathematics OS Hub (SGP×BUKIT_TIMAH) — v1.0
Hero (8 lines)
Bukit Timah Mathematics OS is a closed-loop capability system: diagnose → truncate → stitch → promote.
It is stable only when regeneration G(t) exceeds decay D(t) and option space Ω_real stays above irreversibility thresholds under exam load.
In education, “conflict” means deadline lock + option death (WarOS lens).
This hub links every Math runtime spec we run in Bukit Timah: Primary Math, PSLE Math, Secondary E-Math, Secondary A-Math, and the Secondary Exam Clock layer.
Architect designs the corridor, Oracle measures drift and derivatives, Operator repairs fast, Visionary expands safely.
If substrate doesn’t change, nothing changed.
Use the corridor tables to see what to train, what to measure, when to promote, and when to switch to Conflict Mode.
CivOS-HD Front-Matter (Ultra-Compact)
- G, D, R=D/G, Ω_real, S(NL↔SL), TTC
- HD: dΩ/dt, dS/dt, d²S/dt², ΔCoupling/Δt
- NIT: (Ω_real<Ω_crit) AND (IrreversibleCost=true)
- Fence: TTC1 for τ → Truncate() then Stitch()
Directory Index
- A. System Map
- B. Page Index
- C. Universal Runner
- D. Corridor Tables
- D1. Primary 1–6 Math Corridor
- D2. PSLE Math Corridor
- D3. Secondary 1–4 E-Math Corridor
- D4. Secondary 3–4 A-Math Corridor
- D5. Secondary Exam Clock Layer
- E. Promotion Rules
- F. Conflict Mode Switch
- G. Machine-Readable Records
- FAQ
A) System Map (compressed)
Core loop: Diagnose → Truncate → Stitch → Promote
Core law: G>D AND Ω_real>Ω_crit
Conflict lens: DeadlineLock + dΩ/dt<0 + (d²S spike OR R>1) → ConflictMode
AVOO: Architect routes, Oracle measures, Operator repairs, Visionary expands safely
B) Page Index (internal links)
Publish these pages (or link if already published):
- Bukit Timah OS (PlaceOS) Directory v1.0
- Bukit Timah Tuition OS (Repair Router) v1.0
- Primary 1–6 Math Tuition OS v1.0
- PSLE Math Examination OS v1.0
- Secondary 1–4 E-Math Tuition OS v1.0
- Sec 3–4 Additional Mathematics Tuition OS v1.0
- Secondary Syllabus Examinations (ExamClockOS) v1.0
(If you want, add “Related hubs”: EnglishOS / ScienceOS later.)
C) Universal Runner (use with any LLM)
RUNNER.BUKIT_TIMAH.MATH.HUB.v1.0Input: Level (P1–P6 / Sec1–Sec4 / A-Math Sec3–4), recent scores/scripts, next exam date, hours/week, topics covered, weak topics (if known).1) Compute TTC (assessment clock) and DeadlineLock status.2) Generate a mixed diagnostic (level-appropriate).3) Estimate TR under load + ErrorSignature + Shear S (claims vs TR).4) Estimate Ω_student (corridor status: expanding/stable/shrinking).5) If DeadlineLock AND dΩ/dt<0 AND (d²S spike OR R>1): Switch to ConflictMode (48–72h truncation loop).6) Output: - Architect CorridorPlan (topic order + drill mix + review topology) - Oracle thresholds + weekly sensors - Operator daily drills + feedback cadence - Promotion rule (what “ready” means)Return: Operator Report v1.0 + Weekly Plan + 48–72h emergency plan if needed.
D) Corridor Tables (what to train + what to measure)
D1) Primary 1–6 Math Corridor (Foundations → Transfer)
| Stage | Core Binds (what must be thick) | Primary Sensors | Promote when | Common Failure Mask |
|---|---|---|---|---|
| P1–P2 | Number sense → operations fluency | FluencyFloor, ErrorSignature | Fluency stable + low careless | “More worksheets” |
| P3–P4 | Fractions/decimals + place value binds | Fluency + Fractions meaning checks | Can apply in 3 contexts | Memorized steps |
| P4–P5 | Word-problem parsing → bar model | TR_primary, ModelStability | Correct mapping + stable method | Guessing keywords |
| P5–P6 | Multi-step planning under time | TR_primary (timed), Shear S | TR≥target across contexts | Paper spam panic |
| P6 (PSLE track) | Fluency floor + high-yield model types | TTC_PSLE + TR_PSLE | Full-paper stability after binds | “Mocks only” too early |
D2) PSLE Math Corridor (Clock + corridor protection)
| Phase | Objective | Sensors | Truncate trigger | Stitch plan |
|---|---|---|---|---|
| Early (TTC long) | thicken binds | FluencyFloor, TR_PSLE | R>1 persistent | Day1/3/7 + transfer sets |
| Mid | transfer breadth | ModelStability, ErrorSignature | dΩ/dt<0 | stabilize top model types |
| Late (DeadlineLock) | preserve Ω | TTC_PSLE, d²S | ConflictTrigger | 48–72h floor + error elimination |
| Final | exam-stable output | timed TR_PSLE | shear spike | controlled full-paper sims |
D3) Secondary 1–4 E-Math Corridor (Sec foundations → exam stability)
| Stage | High-yield Bind Chains | Key Sensors | Promote when | Conflict cues |
|---|---|---|---|---|
| Sec 1 | fractions/ratio → algebra basics | TR_underLoad, ErrorSignature | TR stable in mixed sets | TTC short + dΩ/dt<0 |
| Sec 2 | algebra manipulation → equations modeling | TR + FeedbackLatency | errors stop compounding | d²S spike |
| Sec 3 | geometry/similarity + coordinate binds | TR + Choke ranking | stable across contexts | R>1 persistent |
| Sec 4 | full mixed papers under time | TR timed + Shear S | TR≥target in 3 contexts | DeadlineLock |
D4) Secondary 3–4 A-Math Corridor (multi-step stability)
| Phase | Core Lattice | Signature Sensor | Promote when | Failure mode |
|---|---|---|---|---|
| Sec 3 start | algebra core → functions | StepStability | low slip in 6–10 steps | slip compounding |
| Sec 3 mid | trig + coordinate + logs | TR_amath | TR stable in mixed | method-choice drift |
| Sec 4 | calculus + long questions | TR + timed long Q | stable in long Q under time | deadline panic |
| Prelim/O | score floor + bind repair | TTC + d²S | floor stable then expand | widening syllabus |
D5) Secondary Exam Clock Layer (WA/EOY/Prelim/N/O)
| Clock | What it does (physics) | Key sensors | Switch to Conflict Mode when |
|---|---|---|---|
| WA/EOY | compress TTC locally | TTC_exam, Shear, TR | DeadlineLock + dΩ/dt<0 |
| Prelims | raises stakes + load | LoadIndex, d²S | d²S spike + feedback too slow |
| N/O | irreversible corridor | Ω_student, R | R>1 sustained OR StepStability collapse |
E) Promotion Rules (what “ready” means)
Use one set across all levels:
Promote a student to next difficulty band only if:
- TR under load meets target in 3 contexts (mixed topics + new phrasing)
- ErrorSignature stabilizes (no compounding leak)
- FeedbackLatency is short enough to prevent drift
- FluencyFloor (where relevant) is stable
This is how you prevent brittle “P2 illusion” from collapsing to P0 near exams.
F) Conflict Mode Switch (WarOS lens)
ConflictTrigger := DeadlineLock AND dΩ/dt<0 AND (d²S spike OR R>1 OR StepStability collapses)If ConflictTrigger: Freeze syllabus expansion Protect score floor (high-yield binds) Run 48–72h repair cycles Exit only when TR stabilizes and dΩ/dt stops shrinking
G) Machine-Readable Hub Records
RECORD v1.0ID: SGP×BUKIT_TIMAH×MATH_HUB×Z4×A×Protocol×CorridorRouter×v1.0Type: ProtocolRole: ArchitectDefinition: selects correct corridor table + produces TopicOrder×DrillMix×ReviewTopology.Inputs: level, TR, ErrorSignature, TTCOutputs: CorridorPlan + WeeklyScheduleRECORD v1.0ID: SGP×BUKIT_TIMAH×MATH_HUB×Z4×O×Sensor×ConflictTrigger×v1.0Type: SensorRole: OracleDefinition: detects deadline lock + option death risk via derivatives.Inputs: TTC, dΩ/dt, d²S/dt², R, StepStabilityOutputs: ConflictMode=true/falseRECORD v1.0ID: SGP×BUKIT_TIMAH×MATH_HUB×Z4×Op×Protocol×Fence_TruncateStitch×v1.0Type: ProtocolRole: OperatorDefinition: runs truncation then stitching until TR stabilizes.Evidence: TR improves across contexts; shear decreases
FAQ (short, hub-level)
Why is this “OS” style useful for parents?
Because it tells you what to do this week, what to measure, and what “ready” means—especially near exams when options can die fast.
What’s the #1 reason students crash near exams?
Shear: grades/claims look okay, but transfer under time is weak, and mismatch accelerates.
What do you do first if a child is failing?
Truncate: freeze topic expansion, narrow to top-3 choke binds, increase feedback cadence, restore buffers.
1) Architect CorridorPlan Generator v1.0
(Copyable block · Inputs → Outputs · Works for Pri Math / PSLE / Sec E-Math / Sec A-Math)
H2: Architect CorridorPlan Generator (Bukit Timah) — v1.0
GENERATOR.Architect.CorridorPlan.v1.0Purpose: Convert diagnostics + TTC into a runnable weekly corridor plan: TopicOrder × DrillMix × ReviewTopology × TimeBudget × BufferPlan.Inputs: Level ∈ {P1..P6, PSLE, Sec1..Sec4, AMath(Sec3..Sec4)} TTC := days to next deadline clock (WA/EOY/Prelim/N/O/PSLE) TimePerWeek := total minutes available/week DiagnosticResults: TR := transfer reliability under load (timed + mixed + novel) ErrorSignature := {concept, method, careless, language, time, algebra-slip(optional)} ChokeRank := Top-5 weak binds / topics FluencyFloor (Primary/PSLE) StepStability (A-Math) Constraints: School coverage window, student stamina, family schedule stabilityDerived State: DeadlineLock := (TTC <= TTC_min) ConflictTrigger := DeadlineLock AND dΩ/dt<0 AND (d²S spike OR R>1 OR StepStability collapse OR FluencyFloor unstable)Algorithm: 1) Select Mode: if ConflictTrigger=true -> Mode := CONFLICT else if R>1 persistent -> Mode := RECOVERY else -> Mode := BUILD 2) Choose Focus Set: FocusSet := Top-3 ChokeRank (highest-yield bind chains) Optional FocusSet2 := next-2 topics if buffers allow 3) Decide Width: if Mode=CONFLICT -> Width := narrow (Top-3 only) if Mode=RECOVERY -> Width := narrow+review if Mode=BUILD -> Width := moderate (Top-3 + controlled expansion) 4) Create TopicOrder: TopicOrder := prerequisites-first (bind chain order) Rule: never advance beyond a leaking prerequisite bind 5) Create DrillMix (per session): A) Micro-Foundation (10–15 min): bind repair on FocusSet B) Transfer Block (15–25 min): mixed topics + novel contexts C) Error Elimination (5–10 min): careless/time checklist + redo weakest D) Optional (A-Math): step-audit block (line-by-line) for long questions 6) Create ReviewTopology (spaced retrieval): Day1: learn/repair Day3: retrieval + mixed Day7: retrieval + timed mini-set Rule: nothing is “learned” until it survives Day7 under time. 7) Create TimeBudget: SessionsPerWeek := floor(TimePerWeek / SessionLength) SessionLength := 35–60 min (Primary lower; Secondary/A-Math higher) Allocate: 60% FocusSet bind repair + transfer 25% mixed review (Day3/Day7) 15% timed stability (only after floor stabilizes) 8) Create BufferPlan: Sleep floor + 1 rest buffer day/week FeedbackLatency target: <24h in CONFLICT; <72h in BUILDOutputs: CorridorPlan: - Mode (BUILD/RECOVERY/CONFLICT) - TopicOrder (2–6 weeks) - DrillMix template - ReviewTopology schedule (Day1/3/7) - Weekly timetable (Mon–Sun) - PromotionRule (what “ready” means next week) - StopList (behaviours to avoid: paper spam, widening syllabus during leaks)
Minimal “CorridorPlan” Output Format (paste as result)
CORRIDORPLAN v1.0Level:Mode:TTC:FocusSet (Top-3):TopicOrder (2–6 weeks):Daily DrillMix:Day1/3/7 ReviewTopology:Weekly Timetable:FeedbackLatency target:PromotionRule:StopList:
2) Oracle Threshold Pack v1.0
(Default thresholds + calibration method for Bukit Timah)
H2: Oracle Threshold Pack (Bukit Timah) — v1.0
Note: These are defaults. Oracles should calibrate using 3 anchors:
- stable period
- drift period
- crisis period
2.1 Universal Thresholds (all levels)
THRESHOLDS.Universal.v1.0TTC_min: - BUILD zone: > 6 weeks to next major lock - WATCH zone: 3–6 weeks - CONFLICT zone: <= 3 weeks (or “next major paper” for some students)Shear S: - Low: reported grades ≈ TR reality - Medium: mismatch visible - High: grades/claims inflated while TR weakd²S/dt² spike: - Spike = mismatch is accelerating week-to-week - Treat spike as regime flip risk (ConflictMode candidate)Ω_crit: - if student has only 1 viable corridor left (e.g., “must pass this paper or fail overall”) - if repeated failures remove confidence + subject viability
2.2 Primary / PSLE Thresholds
THRESHOLDS.Primary_PSLE.v1.0FluencyFloor: - Stable if fundamentals accuracy stays high under low stress for 3 checks - Unstable if accuracy swings or time explodes under mild timingTR_PSLE: - Build threshold: can solve novel word problems with correct model mapping - Conflict threshold: TR collapses under time AND dΩ/dt<0PaperSpam Mask Detector: - hours ↑ but FluencyFloor and TR do not improve across 2 weeks => masking
2.3 Secondary E-Math Thresholds
THRESHOLDS.Sec_EMath.v1.0TR_underLoad: - Stable if timed mixed-topic mini-test passes across 3 contexts - Unstable if topic-isolated success but mixed-topic failureFeedbackLatency: - Dangerous if > 7 days when TTC in WATCH/CONFLICT zone - Target: <24–72h depending on mode
2.4 Secondary A-Math Thresholds
THRESHOLDS.Sec_AMath.v1.0StepStability: - Stable if long questions show low algebra-slip frequency - Unstable if slip compounding causes large mark loss despite concept understandingConflict escalator: - DeadlineLock AND StepStability collapses => immediate CONFLICT mode
2.5 Conflict Trigger (single unified rule)
CONFLICTTRIGGER.v1.0ConflictTrigger := DeadlineLock AND dΩ/dt<0 AND ( d²S/dt² spike OR R>1 OR (Primary/PSLE: FluencyFloor unstable) OR (A-Math: StepStability collapse) )
2.6 Oracle Calibration Method (Bukit Timah)
CALIBRATE.Oracle.v1.01) Choose 3 historical student snapshots: A) Stable (good term) B) Drift (slipping term) C) Crisis (near failure)2) For each snapshot, compute: TR, ErrorSignature, Shear S, TTC, Ω status (Primary) FluencyFloor (A-Math) StepStability3) Set thresholds so: - Stable snapshot does NOT trigger ConflictMode - Drift snapshot triggers PS_fast (watch) - Crisis snapshot triggers ConflictMode (confirmed)4) Lock definitions forever. Only adjust numeric thresholds forward.
Optional: “Oracle Weekly Report” Template (copy/paste)
ORACLE WEEKLY REPORT v1.0StudentLevel:TTC:DeadlineLock:TR:(Primary) FluencyFloor:(A-Math) StepStability:Shear S:d²S spike? (yes/no):Ω status (expanding/stable/shrinking):Mode recommendation (BUILD/RECOVERY/CONFLICT):Top-3 ChokeBinds:
Operator Daily Execution Pack v1.0
(Exact session templates · Pri / PSLE / Sec E-Math / Sec A-Math · plus Minimum Viable Week)
Place: SGP×BUKIT_TIMAH · Spec: Unified-CivOS v2.0 compatible · Lens: Conflict under deadline locks
0) Operator Law (locked)
If feedback latency is longer than the student’s error compounding cycle, you will lose.
So Operator priority is always:
Shorten feedback → stop decay acceleration → rebuild binds → train transfer → promote
1) Universal Session Template (works for all)
45–60 min “Fence Session” (default)
SESSION.FENCE.v1.0 (45–60 min)0) Warm Start (2 min) - Set today’s FocusSet (Top-2 binds) + success criteria.1) Micro-Repair (12–15 min) - 8–12 items on FocusBind #1 - 6–10 items on FocusBind #2 Rule: correction immediately after each mini-batch.2) Transfer Block (15–20 min) - 6–10 mixed-topic items - 1 novel-context word problem Rule: must include interference (old + new topics mixed).3) Error Elimination (8–10 min) - redo weakest 3 questions - apply checklist (careless/time/units/steps)4) Retrieval Lock (5–8 min) - 5-question “Day3/Day7 retrieval” set (from older binds)5) Log (2 min) - record: %correct, error type, time, next FocusSet
Promotion condition for a bind: survives Transfer Block + Retrieval Lock.
2) Mode Switch (BUILD vs RECOVERY vs CONFLICT)
MODE_SWITCH.v1.0BUILD: - TTC long, R<1, shear low/med - allow moderate width expansionRECOVERY: - R>1 persistent OR shear rising - narrow width; emphasize bind repair + retrievalCONFLICT: - DeadlineLock AND ConflictTrigger - freeze expansion; protect score floor; 48–72h cycles; feedback <24h
3) Primary 1–6 Operator Pack v1.0
Primary Session (35–45 min)
SESSION.PRI.v1.0 (35–45 min)1) Fluency Sprint (8 min) - fundamentals (operations/place value/fractions as relevant) - target: stable accuracy first, then speed2) Bind Repair (10–12 min) - 6–10 items on today’s FocusBind - immediate correction + 1 “explain why” prompt3) Word Problem Transfer (12–15 min) - 2–3 word problems - mandatory: highlight units + rewrite in own words4) Bar Model / Representation (5–8 min) - map 1 problem into bar model (or diagram/table) - check: does representation match story?5) Log (2 min) - Fluency score + error type + next FocusBind
Primary “Careless Killer” Checklist (Operator)
- units written?
- operation justified?
- final answer matches question?
- estimation check (reasonable size)?
4) PSLE Operator Pack v1.0
PSLE Session (45–60 min)
SESSION.PSLE.v1.0 (45–60 min)1) Fluency Floor (10 min) - daily fundamentals sprint - aim: stable floor (no swings)2) Model Type Mastery (15 min) - 2 problems from the same model type - correct mapping > speed3) Mixed Transfer (15–20 min) - 4–6 mixed problems (different types) - include 1 novel context4) Error Elimination (8–10 min) - redo weakest 2 problems - apply parsing checklist (what is asked? what is given? units?)5) Log (2 min) - TR estimate + model errors + next model type
PSLE Model Parsing Checklist
- restate question in one sentence
- list givens (with units)
- decide model type (comparison/part-whole/rate/repeated)
- draw model before computing
- verify against story
5) Secondary 1–4 E-Math Operator Pack v1.0
Secondary Session (50–65 min)
SESSION.SEC_EMATH.v1.0 (50–65 min)1) Micro-Repair (15 min) - 10–12 questions focused on one choke bind - immediate correction; write “mistake rule” in one line2) Mixed Set (20–25 min) - 10–15 mixed-topic questions - timed (but not full panic) Goal: transfer under interference3) 1 Long Problem (10–12 min) - modeling / structured reasoning question - force: show working + interpret4) Error Elimination (8–10 min) - redo 2 hardest - careless/time checklist5) Retrieval Lock (5–8 min) - 5 quick retrieval questions from older topics6) Log (2 min) - TR proxy + error type distribution + next FocusSet
Secondary “Time Stability” Checklist
- read question twice
- mark key constraints
- plan method before solving
- check reasonableness / sign / units
- last line answers the asked quantity
6) Secondary 3–4 A-Math Operator Pack v1.0
A-Math Session (60–75 min)
SESSION.SEC_AMATH.v1.0 (60–75 min)1) Algebra Slip Audit (12–15 min) - 6–8 algebra-core questions (indices/surds/factorise/log laws) - line-by-line checking discipline2) Bind Chain Drill (20 min) - choose 1 chain: (functions→calculus) OR (trig identities→equations) OR (logs→equations) - 8–12 questions escalating difficulty3) 1 Timed Long Question (15–20 min) - multi-step structured problem - mandatory: step-stability check after each segment4) Error Elimination (10 min) - redo the question segment where slip occurred - write the “slip pattern” (e.g., sign error, law misuse)5) Retrieval Lock (5–8 min) - 5 mixed retrieval items from older chains6) Log (2 min) - StepStability proxy + TR proxy + next chain focus
A-Math “Slip Pattern Library” (Operator)
- sign flip in transposition
- wrong factor cancellation
- wrong log/exponent law
- trig identity misuse
- differentiation rule slip
- algebraic simplification drift
7) Conflict Mode Execution Pack (48–72h)
(Use this when DeadlineLock + ConflictTrigger is true.)
7.1 Conflict Session Template (45–60 min, daily for 3 days)
SESSION.CONFLICT.v1.01) Score-Floor Focus (20 min) - high-yield binds only - no new chapters2) Timed Micro-Set (15 min) - 8–12 questions timed - goal: stop time collapse3) Error Elimination Loop (15–20 min) - redo errors immediately - apply checklist - shorten feedback to same-dayLog: - floor score estimate - top-2 error types - tomorrow’s FocusSet
7.2 Conflict Rules (hard)
- freeze syllabus expansion
- reduce width to Top-3 binds
- feedback <24h
- protect sleep buffer
- exit only when TR stabilizes + dΩ/dt stops shrinking
8) Minimum Viable Week (MVW) for Busy Bukit Timah Families
When time is tight, do this, not random papers.
MVW — Primary (3 sessions/week × 35–45 min)
- Session A: Fluency + bind repair
- Session B: Word problems + bar model
- Session C: Mixed transfer + error elimination
MVW — PSLE (4 sessions/week × 45–60 min)
- 2× Fluency floor + model mastery
- 1× Mixed transfer
- 1× Timed mini-paper only after stability
MVW — Sec E-Math (4 sessions/week × 50–65 min)
- 2× Micro-repair + mixed set
- 1× Long problem + retrieval
- 1× Timed mixed set (exam stability)
MVW — Sec A-Math (4–5 sessions/week × 60–75 min)
- 2× Algebra slip audit + bind chain
- 1× Timed long question training
- 1× Mixed retrieval + transfer
- +1 optional if DeadlineLock near
9) Operator Report v1.0 (daily log template)
OPERATOR DAILY LOG v1.0Level:Mode (BUILD/RECOVERY/CONFLICT):TTC:FocusSet:TR proxy today:(Primary/PSLE) FluencyFloor:(A-Math) StepStability:Top error types (rank):FeedbackLatency actual:Next session FocusSet:
Start Here:
- https://bukittimahtutor.com/negative-void-index-educationos-mindos-governanceos-nv-1-to-nv-23-directory-v1-0/
- https://bukittimahtutor.com/civos-core-definition-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/rate-dominance-law-three-collapse-modes-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/phase-zoom-lattice-p0-p3-x-z0-z6-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/truncation-stitching-aprc-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/fenceos-actuation-control-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/vocabularyos-first-principles-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/languageos-english-lattice-bind-architecture-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/bukit-timah-os-sgpxbukit_timah-placeos-directory-v1-0/
- https://bukittimahtutor.com/lattice-upgrade-v2-0-mathematicsos-primary-psle-secondary-a-math/
- https://bukittimahtutor.com/bukit-timah-os-upgrade-pack-unified-civos-canonical-v2-0-compatible/
- https://bukittimahtutor.com/scienceos-directory-spine-registry-index-v2-0/
- https://bukittimahtutor.com/englishos-directory-spine-registry-index-v2-0/
- https://bukittimahtutor.com/article-8-idea-lattice-thought-corridors-→-ideas-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/article-9-mindos-lattice-interior-boundary-avoo-weighted-cognition-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/article-10-avoo-role-stack-architect-visionary-oracle-operator-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/article-11-role-hybrids-role-lattice-action-decision-corridors-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/article-12-symmetry-choice-law-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/article-13-symmetry-budget-collapse-rate-law-ρ-dt-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/article-14-symmetry-budget-sensor-pack-sbs-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/article-15-numeric-scoring-template-δs-s_inj-s_cap-ρ-d-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/article-16-educationos-as-the-regeneration-organ-of-civilisation-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/article-17-educationos-repair-protocol-closed-loop-engine-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/article-18-productionos-flight-path-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/nv-1-why-education-does-not-work-civilisation-critical-hit-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/nv-2-why-vocabulary-does-not-work-civilisation-negative-drift-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/nv-3-mindos-failure-choice-overload-at-operator-layer-cognitive-drift-→-output-collapse-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/nv-4-oracle-failure-metric-fragmentation-wrong-objective-function-→-hidden-decay-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/nv-5-operator-lane-collapse-exception-explosion-branching-debt-→-throughput-failure-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/nv-6-architect-flood-novelty-without-gates-chaos-injection-→-bind-deletion-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/nv-7-visionary-storm-direction-churn-goal-drift-→-coordination-collapse-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/nv-8-over-concentration-brittleness-single-lane-packing-cascade-risk-amplifier-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/nv-9-language-drift-semantic-noise-coordination-failure-under-load-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/nv-10-transfer-collapse-template-overfit-κ-drift-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/nv-11-repair-latency-explosion-t_repair-stress-cycle-length-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/nv-12-truncation-failure-no-stop-loss-irreversible-threshold-crossing-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/nv-13-stitching-failure-no-recovery-corridor-post-truncation-stagnation-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/nv-14-coordination-collapse-lane-misalignment-zxp-mismatch-→-hidden-fragility-→-cascade-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/nv-15-buffer-illusion-no-slack-no-margin-small-shocks-become-fatal-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/nv-16-phase-blindness-no-drift-sensors-late-detection-%e2%86%92-late-repair-%e2%86%92-collapse-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/nv-17-corridor-collapse-no-promotion-pipeline-sandbox-never-becomes-sop-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/nv-18-collapse-of-regenerative-memory-knowledge-not-surviving-people-role-extinction-→-capability-loss-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/nv-19-shadow-layer-divergence-overt-covert-misalignment-governance-lattice-instability-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/nv-20-corruption-as-routing-pay-to-bypass-gates-bind-substitution-→-capability-decay-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/nv-21-enforcement-drift-rules-without-consequences-bind-weakening-→-compliance-collapse-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/nv-22-trust-collapse-bind-deletion-in-social-contracts-coordination-cost-explosion-almost-code-canonical-v1-0/
- https://bukittimahtutor.com/positive-repair-index-mirror-of-nv-atlas-closed-loop-regeneration-pack-v1-0/
- https://bukittimahtutor.com/one-panel-master-diagram-civos-x-educationos-x-mindos-x-governanceos-text-spec-v1-0/
- https://bukittimahtutor.com/mindos-as-lattice-vocabulary-%e2%86%92-english-%e2%86%92-thought-corridors-%e2%86%92-ideas-%e2%86%92-role-clouds-canonical-v1-0/
- https://bukittimahtutor.com/avoo-role-lattice-architect-·-visionary-·-oracle-·-operator-canonical-v1-0/
- https://bukittimahtutor.com/thought-corridors-as-a-computable-object-corridorid-schema-sensors-canonical-v1-0/
- https://bukittimahtutor.com/corridor-directory-index-template-multi-lane-edu-voc-lang-idea-gov-v1-0/
- https://bukittimahtutor.com/3-example-thought-corridor-records-directory-style-v1-0/
- https://bukittimahtutor.com/educationos-corridor-pack-starter-set-12-corridors-v1-0/
- https://bukittimahtutor.com/educationos-pack-runner-12-week-schedule-logging-template-runnable-v1-0/
- https://bukittimahtutor.com/educationos-operator-script-parent-tutor-micro-protocol-v1-0/
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/
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 if you want the full sequence:
Vocabulary OS Series Index:
- https://edukatesg.com/vocabulary-os-series-index/
- https://edukatesg.com/what-is-vocabulary/
- https://edukatesg.com/what-is-vocabulary-vocabulary-is-the-genesis-selfie-of-consciousness/
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/
