Version 1.0
A reusable architecture for clear, substantial and naturally structured education articles
1. Purpose of the Runtime
This runtime creates education articles that do more than describe a tuition service.
Each article should help a parent understand:
- what has changed at the student’s present stage;
- why the student may be struggling;
- which capability is restricting progress;
- how teaching should respond;
- what improvement should look like;
- how the present stage connects to the next one;
- whether the tuition format suits the student.
The finished article must feel like a complete explanation of the student’s educational situation.
It must not read like:
- a collection of repeated search phrases;
- a generic sales page;
- a catalogue of syllabus topics;
- an advertisement padded with educational language;
- a technical framework exposed to the reader.
The internal architecture may be mathematical and systematic.
The visible article should feel calm, precise, useful and human.
2. Core Principle
A strong education article is not produced by adding the greatest possible amount of information.
It is produced by concentrating the correct information around one clearly defined educational situation.
The governing principle is:
[
\text{Article Strength}
\approx
\frac{
\text{Coordinate Precision}
\times
\text{Passage Completeness}
\times
\text{Causal Coherence}
\times
\text{Educational Usefulness}
}{
\text{Drift}
+
\text{Collision}
+
\text{Redundancy}
+
\text{Contradiction}
}
]
This means:
- more content is not automatically better;
- exact wording is not enough without explanation;
- breadth is useful only when it supports the central subject;
- repeated sections may weaken rather than strengthen an article;
- a strong article should have one recognisable centre of gravity.
3. The Article Coordinate
Before writing, define the article’s precise coordinate.
[
C=
{
\text{location},
\text{subject},
\text{level},
\text{service},
\text{student stage},
\text{parent intent}
}
]
For example:
[
C=
{
\text{Punggol},
\text{Secondary English},
\text{G3},
\text{3-pax tuition},
\text{Secondary 1–4},
\text{understand and choose support}
}
]
Another article may use:
[
C=
{
\text{Sengkang},
\text{PSLE Science},
\text{Primary 6},
\text{small-group tuition},
\text{examination preparation},
\text{repair open-ended answering}
}
]
The complete article must remain close to this coordinate.
Every major section should do at least one of the following:
- explain the coordinate;
- diagnose a problem inside it;
- show how teaching responds;
- describe the student’s progression;
- help the parent make a decision.
A section that does none of these should be removed, shortened or moved to another article.
4. Coordinate Lock
The coordinate becomes stable when six pieces agree.
4.1 Location
The article must clearly establish:
- where the service is located;
- which families or neighbourhoods it serves;
- whether the class is physically located in that area or serves students travelling from it.
Avoid conflicting locations.
For example:
Science Tuition for Sengkang students, conducted near Punggol MRT.
This is clearer than alternating between “Sengkang tuition” and “Punggol tuition” without explaining the relationship.
4.2 Subject
The article must remain unmistakably about one principal subject.
A Secondary English page may explain how English supports Science and Humanities, but those subjects must remain secondary examples.
They must not take over the article.
4.3 Level
Specify the relevant student stage:
- Primary 3;
- Primary 6 and PSLE;
- Secondary 1;
- Secondary 1–4;
- G1, G2 or G3;
- O-Level or SEC preparation;
- IP, IB or IGCSE where applicable.
A broad article may cover several levels, but it must explain the movement between them.
4.4 Service
The page must explain the actual tuition format:
- up to three students;
- lesson duration where appropriate;
- subject coverage;
- teaching method;
- location;
- consultation route;
- relevant examinations.
4.5 Student Stage
The student must be placed inside an educational lifecycle.
Examples:
[
\text{Primary 6}
\rightarrow
\text{Secondary 1 transition}
\rightarrow
\text{Secondary 2 consolidation}
]
[
\text{Secondary 3 preparation}
\rightarrow
\text{Secondary 4 execution}
\rightarrow
\text{post-secondary readiness}
]
4.6 Parent Intent
Determine what the parent is actually trying to decide.
Common intentions include:
- understanding why marks are not improving;
- choosing tuition;
- preparing for a transition;
- repairing weak foundations;
- helping an average student reach distinction;
- extending a strong student;
- understanding a new examination or subject-level system.
The opening should answer this parent intention before expanding into the full subject explanation.
5. The Multiplicative Rule
Article quality should be treated as multiplicative rather than purely additive.
[
Q=
C
\times
P
\times
G
\times
U
]
Where:
- (C) = coordinate precision;
- (P) = strength of the main passage packet;
- (G) = coherence of the concept graph;
- (U) = usefulness to the parent and student.
This matters because a severe weakness in one component restricts the whole article.
A page with excellent subject knowledge but unclear location may remain unstable.
A page with a strong title but weak educational explanation may feel empty.
A comprehensive article with no clear parent decision may feel unfocused.
Therefore:
Do not use one strong component to excuse a weak one.
Repair the weakest essential component first.
6. The Supported Passage Law
Each article needs at least one bounded passage that contains the complete educational object.
[
\operatorname{Portable}(P)
\operatorname{Match}(P,C)
\times
\operatorname{Support}(P,D)
]
Where:
- (P) is the central passage;
- (C) is the article coordinate;
- (D) is the surrounding document.
A strong passage should contain:
[
\text{student position}
\rightarrow
\text{difficulty}
\rightarrow
\text{cause}
\rightarrow
\text{teaching mechanism}
\rightarrow
\text{improvement}
]
For example:
Secondary English becomes more demanding when students move from retrieving direct information towards interpreting meaning, organising ideas and communicating with precision. In a three-student class, the tutor can inspect how each student reads, selects evidence, constructs answers and responds to correction. Teaching can then address the actual point of weakness before checking whether the improvement transfers to a new task.
This passage is complete because it contains:
- the subject and stage;
- the educational transition;
- the student difficulty;
- the small-group mechanism;
- the teaching response;
- the expected transfer.
Do not scatter these elements across several thousand words if they can be placed together clearly.
7. Passage Boundary Rule
Related ideas should be physically close enough to form a recoverable unit.
Strong boundary
Secondary 1 is the transition from Primary-school familiarity towards longer texts, supported inference, stronger sentence control and greater independence. A three-student class allows the tutor to see where that transition fails and repair the earliest unstable skill.
Weak boundary
- Secondary 1 appears in the introduction.
- Inference appears much later.
- The three-student mechanism appears in another section.
- Independence appears near the conclusion.
The article may contain all four ideas, but they do not form one complete explanatory packet.
The runtime should therefore package related concepts together.
8. Query-Mass Ceiling
The article must establish its principal coordinate strongly, but repetition has a ceiling.
Let:
[
\mu_C=
\frac{
\text{meaning related to the central coordinate}
}{
\text{total meaning of the article}
}
]
A page needs enough concentration to remain unmistakably about its main subject.
However, after the coordinate is established, repeating the same phrase adds little value.
The corrected rule is:
[
\widehat{\mu}_C=
\min
\left(
\frac{\mu_C}{\tau_C},
1
\right)
]
Where (\tau_C) is the level of sufficient concentration.
In practical terms:
- State the coordinate clearly.
- Reinforce it naturally in major headings and transitions.
- Stop repeating it once the article is unmistakably centred.
- Use the remaining space to explain relationships, causes and outcomes.
Do not force the full page title into every paragraph.
9. The Five Internal Modules
The runtime draws from five modules.
These modules organise the writing internally. Their names should not normally appear in the finished article.
9.1 Coordinate Module
This determines the exact nouns and distinctions required to identify the educational situation.
It supplies:
- subject;
- level;
- location;
- examination;
- syllabus stage;
- tuition format;
- student condition;
- parent decision.
Its purpose is precision.
9.2 Language Module
This packages ideas into readable and recoverable units.
It controls:
- headings;
- paragraph boundaries;
- transitions;
- sentence length;
- explanation order;
- tone;
- clarity;
- repetition.
Its purpose is intelligibility.
9.3 Causal Module
This connects ideas through cause and effect.
It replaces shallow benefit claims with mechanisms.
Instead of:
Small groups provide personalised attention.
Write:
English errors are often hidden inside the student’s reasoning. In a class of up to three students, the tutor can inspect the actual comprehension answer, paragraph or oral response while the reasoning is still visible. Correction can therefore address the point where meaning first becomes unstable.
Its purpose is explanation.
9.4 Lifecycle Module
This places the student inside time.
It asks:
- What came before this stage?
- What changes now?
- What capability must be built?
- What happens next?
- What future difficulty appears if this stage remains unstable?
Its purpose is progression.
9.5 Education Management Module
This controls the learning sequence beneath the article.
[
\text{Observe}
\rightarrow
\text{Diagnose}
\rightarrow
\text{Prioritise}
\rightarrow
\text{Teach}
\rightarrow
\text{Practise}
\rightarrow
\text{Correct}
\rightarrow
\text{Transfer}
\rightarrow
\text{Independence}
]
Its purpose is to show that tuition manages development rather than merely distributing work.
10. The Hidden Education Management Spine
Every substantial tuition article should quietly answer eight questions.
10.1 Observe
What evidence reveals the student’s present condition?
Examples:
- school papers;
- compositions;
- worksheets;
- oral responses;
- calculations;
- corrections;
- teacher feedback;
- repeated errors.
10.2 Diagnose
Where does performance first begin to break down?
Examples:
- misunderstanding;
- retrieval failure;
- weak vocabulary;
- incorrect method selection;
- incomplete reasoning;
- inaccurate execution;
- time pressure;
- poor checking.
10.3 Prioritise
Which improvement will unlock the greatest number of later tasks?
The newest topic is not always the correct starting point.
A Secondary 3 Mathematics problem may begin with unstable fractions.
A PSLE Science problem may begin with weak cause-and-effect language.
A Secondary English writing problem may begin with poor task interpretation rather than weak vocabulary.
10.4 Teach
Explain the concept or movement from first principles.
Do not merely show the final answer.
10.5 Practise
Give the student an opportunity to perform the movement with suitable support.
10.6 Correct
Correct the reasoning, not only the visible answer.
10.7 Transfer
Change the:
- passage;
- numbers;
- context;
- topic;
- diagram;
- task format;
- time condition.
Then check whether the skill survives.
10.8 Independence
Reduce prompts progressively.
The long-term movement is:
[
\text{Tutor-managed}
\rightarrow
\text{Co-managed}
\rightarrow
\text{Self-managed}
]
The article does not need to announce this as a management system.
It should reveal it through the sequence of teaching.
11. Standard Article Architecture
The following is the default architecture for a substantial local tuition article.
It should be adapted rather than copied mechanically.
Part 1: Page Title
Use a direct, recognisable title.
Examples:
Secondary English Tuition Punggol | G3 English Sec 1–4
Science Tuition Sengkang | Primary and Secondary Science Tutor
Secondary 1 Mathematics Tuition Bishan | Small Groups of 3
The title should identify the coordinate without becoming overloaded.
Part 2: Opening Answer
The opening should contain:
- the student’s likely problem;
- the subject transition;
- the tuition format;
- the main educational promise.
Do not begin with generic statements such as:
Education is important in Singapore’s competitive environment.
Begin with the actual student condition.
Part 3: At-a-Glance Route
Provide a compact summary containing:
- levels;
- subject;
- class size;
- main capabilities;
- teaching emphasis;
- suitable student conditions;
- location.
This may be presented as a table, short cards or a concise summary.
Part 4: What Changes at This Stage?
Explain the educational transition.
Examples:
English
[
\text{direct understanding}
\rightarrow
\text{interpretation}
\rightarrow
\text{evaluation}
\rightarrow
\text{controlled expression}
]
Mathematics
[
\text{arithmetic}
\rightarrow
\text{symbolic relationships}
\rightarrow
\text{method selection}
\rightarrow
\text{multi-step reasoning}
]
Science
[
\text{facts}
\rightarrow
\text{relationships}
\rightarrow
\text{application}
\rightarrow
\text{evidence-based explanation}
]
Part 5: Why Students Struggle
Separate visible outcomes from underlying causes.
Use comparisons such as:
| What parents see | What may be underneath | Useful first move |
|---|---|---|
| Comprehension marks fluctuate | Question interpretation or evidence selection | Reconstruct the reasoning |
| Essays are long but ordinary | Weak development or paragraph purpose | Plan the movement before refining language |
| Science answers are incomplete | Missing causal relationship | Teach condition → process → outcome |
| Mathematics mistakes repeat | Earlier dependency remains unstable | Repair the earliest missing skill |
Part 6: What the Subject Requires
Explain the principal components as one connected system.
Avoid presenting them as unrelated syllabus items.
Part 7: Why the Class Format Matters
The three-student class must be explained causally.
[
\text{3 students}
\rightarrow
\text{visible work}
\rightarrow
\text{precise diagnosis}
\rightarrow
\text{individual correction}
\rightarrow
\text{active discussion}
\rightarrow
\text{transfer}
]
Do not rely only on phrases such as:
- personalised attention;
- engaging lessons;
- caring tutors;
- effective learning.
Show what the tutor can actually observe and change.
Part 8: Teaching Cycle
Present the teaching movement naturally.
A suitable version is:
[
\text{Retrieve}
\rightarrow
\text{Model}
\rightarrow
\text{Guide}
\rightarrow
\text{Apply}
\rightarrow
\text{Correct}
\rightarrow
\text{Transfer}
]
The labels may change by subject.
Part 9: Level or Year Pathway
Where an article covers several years, explain the job of each stage.
Example:
- Secondary 1: transition and foundation;
- Secondary 2: consolidation and readiness;
- Secondary 3: upper-secondary preparation;
- Secondary 4: execution and refinement.
Do not describe four years as four disconnected service products.
Part 10: Different Student Routes
Use conditions such as:
- foundation repair;
- stabilisation;
- examination control;
- extension;
- confidence recovery;
- transition preparation.
Different students require different first moves.
Part 11: What Progress Looks Like
Progress may appear first through:
- clearer reasoning;
- fewer repeated errors;
- improved organisation;
- better retrieval;
- greater precision;
- stronger transfer;
- less tutor prompting;
- more stable examination performance.
Do not promise automatic grade changes within a fixed period.
Part 12: Consultation Route
Explain what parents should bring and what should become clearer.
A useful consultation should identify:
- present level;
- repeated difficulty;
- likely cause;
- first teaching priority;
- suitable class;
- evidence of future progress.
Part 13: Frequently Asked Questions
FAQs should answer genuine distinctions.
They should not merely repeat the body in question form.
Part 14: Closing Thesis
End by recompressing the article into one clear educational movement.
Example:
Secondary English is developed through the gradual coordination of reading, thought, language and communication. The objective is not simply to complete more exercises. It is to help the student gain increasing command of the subject.
12. Page Modes
Not every article should use the same visible architecture.
The runtime supports four principal page modes.
Mode A: Local Service Page
Primary question:
What does this tuition service provide for students in this location?
Emphasis:
- location;
- class format;
- student problems;
- teaching process;
- subject coverage;
- consultation.
Mode B: Level-Specific Page
Primary question:
What changes at this year level, and how should the student prepare?
Emphasis:
- transition;
- dependencies;
- failure modes;
- present-year capabilities;
- next-year readiness.
Mode C: Subject Hub
Primary question:
How does the complete subject system work across several levels?
Emphasis:
- connected components;
- Primary-to-Secondary or Sec 1–4 pathway;
- progression;
- internal links to level pages.
Mode D: Parent Decision Article
Primary question:
How should a parent understand a particular educational problem or choice?
Emphasis:
- signs;
- diagnosis;
- timing;
- intervention;
- what to look for;
- consultation.
The underlying machinery remains consistent.
The visible article format must change according to the page mode.
13. Site Role Separation
Pages across different eduKate websites should not become near-identical copies competing for the same educational position.
Each site should have a recognisable role.
eduKateSG
Role:
- broad authority;
- complete programme explanation;
- national or multi-location coverage;
- detailed subject architecture;
- substantial parent guidance.
eduKatePunggol
Role:
- local Punggol operating node;
- actual class route;
- local student journey;
- Sec 1–4 or Primary pathways;
- detailed level pages;
- direct consultation.
eduKateSengkang
Role:
- Sengkang-facing parent decision point;
- local educational conditions;
- concise operational explanation;
- connections to nearby classes and relevant programmes;
- Sengkang subject and level clusters.
A page should not merely replace “Punggol” with “Sengkang.”
Its role, examples, structure and route should change.
14. Subject Packet: English
A complete English packet may contain:
[
\text{input}
\rightarrow
\text{understanding}
\rightarrow
\text{interpretation}
\rightarrow
\text{selection}
\rightarrow
\text{organisation}
\rightarrow
\text{expression}
\rightarrow
\text{checking}
]
Useful internal formula:
[
\text{Reliable English}
\text{Understanding}
\times
\text{Language Control}
\times
\text{Structure}
\times
\text{Execution}
]
Possible failure states:
- inaccurate reading;
- unsupported inference;
- weak evidence selection;
- vague vocabulary;
- unstable grammar;
- poor paragraph movement;
- incomplete task fulfilment;
- weak oral development;
- poor examination control.
The visible article should explain these naturally.
15. Subject Packet: Science
A complete Science packet may contain:
[
\text{observation}
\rightarrow
\text{concept}
\rightarrow
\text{relationship}
\rightarrow
\text{evidence}
\rightarrow
\text{application}
\rightarrow
\text{explanation}
]
Useful internal formula:
[
\text{Reliable Science}
\text{Conceptual Understanding}
\times
\text{Scientific Language}
\times
\text{Application}
\times
\text{Execution}
]
Possible failure states:
- memorisation without understanding;
- misconception;
- incomplete causal chain;
- incorrect evidence;
- graph or data weakness;
- unit error;
- mathematical weakness;
- weak open-ended construction;
- inability to transfer to unfamiliar situations.
16. Subject Packet: Mathematics
A complete Mathematics packet may contain:
[
\text{concept}
\rightarrow
\text{representation}
\rightarrow
\text{method}
\rightarrow
\text{working}
\rightarrow
\text{verification}
\rightarrow
\text{transfer}
]
Useful internal formula:
[
\text{Reliable Mathematics}
\text{Conceptual Depth}
\times
\text{Method Selection}
\times
\text{Execution Accuracy}
\times
\text{Transfer}
]
Possible failure states:
- missing prerequisite;
- symbol confusion;
- weak algebra;
- incorrect method selection;
- incomplete working;
- sign error;
- speed pressure;
- inability to recognise the same structure in a new question.
17. Progress Formula
The general progression formula is:
[
\text{Progress}
\text{Accurate Diagnosis}
\times
\text{Correct Sequence}
\times
\text{Guided Practice}
\times
\text{Feedback}
\times
\text{Transfer}
]
This formula should govern the article.
It does not need to be displayed in every finished page.
When one factor is close to zero, progress becomes unstable.
Examples:
- practice without diagnosis repeats the wrong movement;
- feedback without rewriting remains passive;
- explanation without application creates familiarity but not control;
- success in one familiar question without transfer remains brittle.
18. Conversion Formula
A student’s knowledge does not automatically become marks.
[
\text{Marks Earned}
\text{Knowledge Available}
\times
\text{Conversion Accuracy}
]
Conversion may be restricted by:
- misunderstanding the question;
- incomplete explanation;
- poor evidence selection;
- weak organisation;
- inaccurate language;
- missing units;
- calculation errors;
- time management;
- failure to check.
This distinction is useful in parent-facing articles because it explains why a student may “know the topic” but continue to perform inconsistently.
19. Vocabulary Formula
Vocabulary should be treated as usable control rather than word collection.
[
\text{Vocabulary Strength}
\text{Meaning}
\times
\text{Retrieval}
\times
\text{Accuracy}
\times
\text{Use}
]
An article should distinguish:
- recognition from retrieval;
- definition from context;
- sophistication from precision;
- memorisation from natural application.
20. Writing Formula
For English writing:
[
\text{Effective Writing}
\text{Relevance}
\times
\text{Structure}
\times
\text{Development}
\times
\text{Language Control}
]
This prevents the article from equating good writing with difficult vocabulary.
A composition may have ambitious words but remain weak if:
- it does not answer the task;
- its ideas do not progress;
- examples are undeveloped;
- paragraphs lack purpose;
- language obscures meaning.
21. Tone and Language
The default voice is:
- calm;
- intelligent;
- precise;
- education-first;
- parent-readable;
- confident without exaggeration;
- persuasive through explanation.
Use:
- complete sentences;
- causal reasoning;
- specific examples;
- controlled rhythm;
- clear distinctions;
- quiet confidence.
Avoid:
- excessive exclamation marks;
- fear-based persuasion;
- empty claims of excellence;
- repetitive superlatives;
- artificial urgency;
- generic claims about Singapore’s competitive environment;
- mechanical repetition of the page title;
- language that sounds generated from a service-page template.
22. Claims and Evidence
Do not invent:
- testimonials;
- student names;
- grade improvements;
- school affiliations;
- awards;
- tutor qualifications;
- guaranteed outcomes;
- time-bound improvement claims.
Use strong claims only when they can be supported.
Prefer observable progress:
- clearer answers;
- fewer repeated errors;
- stronger organisation;
- better retrieval;
- more independent work;
- improved examination control.
23. Redundancy Control
The same idea should not appear repeatedly under different headings unless each appearance performs a new job.
For example, the three-student mechanism may appear:
- briefly in the opening;
- fully in the class-format section;
- practically in the consultation section.
It should not be explained at full length six times.
Apply:
[
R=
\frac{
\text{repeated meaning without new function}
}{
\text{total article meaning}
}
]
As (R) rises, the article becomes heavier without becoming clearer.
24. Collision Control
Before publishing, determine whether another page already occupies the same coordinate.
Check:
- location;
- subject;
- level;
- programme;
- page purpose;
- parent decision.
Two pages may use the same subject and location if their functions differ.
For example:
Page 1
Secondary English Tuition Punggol | Sec 1–4 Programme
Function: complete programme hub.
Page 2
Secondary 1 English Tutor Punggol
Function: transition-year guide.
Page 3
When Should a Secondary Student Begin English Tuition?
Function: parent decision article.
The pages should link to one another and preserve different centres of gravity.
25. Drift Control
Drift occurs when the article moves too far from its principal coordinate.
Examples:
- a G3 Secondary English page becoming mostly about G1 and G2;
- a Sengkang service page becoming mostly about Punggol;
- a tuition page becoming a complete history of the examination system;
- a Secondary 1 page becoming a general Primary-to-O-Level overview;
- an English page becoming a broad essay about education.
A supporting section may be valuable and still be too large.
Use this test:
If this section disappeared, would the article’s central answer become weaker?
If not, the section may belong elsewhere.
26. Runtime Generation Sequence
Use the following sequence for each future article.
Phase 0: Establish the Page Role
Determine:
- site;
- page mode;
- principal coordinate;
- nearby pages;
- potential overlap.
Phase 1: Define the Reader
Write one sentence:
This article is for a parent whose child is ______ and who needs to understand ______.
Phase 2: Define the Transition
Write:
[
\text{before}
\rightarrow
\text{present change}
\rightarrow
\text{future demand}
]
Phase 3: Define the Primary Failure Modes
Choose three to six likely failure states.
Phase 4: Build the Main Passage Packet
Include:
- stage;
- problem;
- cause;
- teaching mechanism;
- outcome.
Phase 5: Build the Concept Graph
Add only the dependencies required to support the packet.
Phase 6: Install the Education Management Sequence
Show how teaching moves from evidence to independence.
Phase 7: Explain the Class Mechanism
Show why the class format changes what the tutor can observe and correct.
Phase 8: Add the Lifecycle
Explain what this stage prepares.
Phase 9: Add Parent Decision Support
Explain:
- who may benefit;
- what progress looks like;
- what to bring;
- what happens next.
Phase 10: Compress
Remove:
- repeated claims;
- generic introductions;
- unnecessary syllabus lists;
- unsupported promises;
- sections that have drifted away from the main coordinate.
27. Internal Scoring Audit
Score each dimension from 0 to 5.
Coordinate Precision (C)
- 0: unclear
- 1: location or subject only
- 2: broad service identified
- 3: subject, level and location clear
- 4: complete parent and student situation clear
- 5: unmistakable and consistent throughout
Main Passage Packet (P)
- 0: absent
- 1: scattered fragments
- 2: problem stated without mechanism
- 3: problem and teaching response connected
- 4: complete cause-to-outcome packet
- 5: complete, bounded and strongly supported
Concept Graph (G)
- 0: disconnected list
- 1: topic catalogue
- 2: some relationships
- 3: clear dependencies
- 4: coherent subject system
- 5: coherent system with lifecycle and transfer
Educational Usefulness (U)
- 0: advertising only
- 1: broad claims
- 2: some parent information
- 3: useful diagnosis and guidance
- 4: parent can recognise the student and next step
- 5: article changes how the parent understands the problem
Local and Service Reality (L)
- 0: unclear or contradictory
- 1: location named
- 2: service mentioned
- 3: class and location explained
- 4: local route and service fit clear
- 5: fully operational and decision-ready
Drift (D)
- 0: no meaningful drift
- 1: small supporting detour
- 2: one oversized section
- 3: several competing subjects
- 4: central object weakened
- 5: article appears to be about something else
Redundancy (R)
- 0: each section has a distinct role
- 1: minor repetition
- 2: several repeated claims
- 3: visible template repetition
- 4: substantial duplication
- 5: article is dominated by repeated meaning
Collision (K)
- 0: unique page role
- 1: adjacent but distinct page
- 2: some overlap
- 3: strong coordinate overlap
- 4: near-duplicate purpose
- 5: competing copy of another page
A working internal score is:
[
A=
\frac{
(C \times P \times G \times U \times L)^{1/5}
}{
1+0.15D+0.15R+0.20K
}
]
The absolute number is less important than identifying the weakest variable.
The editing rule is:
Repair the lowest essential score before adding more content.
28. Final Article Audit
Before publishing, confirm:
Coordinate
- Is the subject unmistakable?
- Is the location relationship accurate?
- Is the student level clear?
- Is the service format visible?
- Is the parent’s decision answered?
Passage
- Is there one complete explanatory packet near the top?
- Are problem, cause, teaching and outcome connected?
- Are related ideas physically close?
Subject
- Does the article explain how the subject works?
- Are topics connected rather than listed?
- Are failure modes specific?
- Is transfer explained?
Tuition
- Does the article explain why three students matter?
- Does it show what the tutor observes?
- Does it explain how feedback changes later work?
- Does it move towards independence?
Structure
- Does every major section have a distinct role?
- Is the article longer than the idea requires?
- Are any sections competing with the main coordinate?
- Is the same architecture being repeated too visibly across nearby pages?
Trust
- Are all factual claims supportable?
- Are testimonials authentic?
- Are policy and examination statements current?
- Are results described honestly?
Conversion
- Is there a clear consultation route?
- Does the parent know what information to provide?
- Does the page explain who the programme suits?
- Is the next action calm and specific?
29. Output Rules
Each generated article should include:
- page title;
- meta description;
- H1;
- natural opening;
- at-a-glance explanation;
- main educational transition;
- diagnosis;
- subject system;
- class mechanism;
- teaching process;
- level or progression route;
- progress markers;
- consultation;
- FAQs.
The visible article should not mention:
- algorithms;
- ranking;
- keyword density;
- article scores;
- passage calculations;
- mathematical optimisation;
- internal modules;
- hidden hybrid architecture;
- the runtime itself.
The mathematics governs the article.
It should not become the subject of the article.
30. Final Runtime Instruction
For every future eduKate article:
Identify one precise educational coordinate. Place the student inside a real stage of development. Build one complete passage connecting the difficulty, its cause, the teaching response and the future outcome. Support that passage with a coherent subject graph. Explain why the class format permits better observation and correction. Show how learning moves from diagnosis towards transfer and independence. Remove anything that repeats, competes with or dilutes the central educational situation. The finished article must read as a clear explanation written for a parent—not as a page assembled to satisfy a machine.
The internal runtime is:
[
\boxed{
\text{Coordinate}
\rightarrow
\text{Transition}
\rightarrow
\text{Diagnosis}
\rightarrow
\text{Teaching}
\rightarrow
\text{Correction}
\rightarrow
\text{Transfer}
\rightarrow
\text{Independence}
}
]
The visible promise is simpler:
Understand the student clearly. Teach the correct next step. Build capability that continues beyond the present worksheet.