LAKA SEO GRAMMAR — QUICK REFERENCE
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CORE SENTENCE
-------------
FOR [AUDIENCE]
UNDER [CONDITIONS]
SEEKING [TASK]
WITH [INTENT]
ABOUT [CONCEPT / ENTITY]
USING [QUERY CLUSTER]
SERVED BY [ONE CANONICAL ASSET]
IN [TASK-NATIVE FORMAT]
SUPPORTED BY [EVIDENCE]
CONNECTED BY [INTERNAL GRAPH]
LEADING TO [NEXT ACTION]
MEASURED BY [PRIMARY OUTCOME]
GUARDED BY [CONSTRAINTS]

CORE EQUATION
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SEO BUSINESS VALUE =
VALUABLE DEMAND
x TECHNICAL ELIGIBILITY
x INTENT FIT
x INFORMATION ADVANTAGE
x DISCOVERABILITY
x PROMINENCE
x SEARCH-RESULT RESPONSE
x CONVERSION EFFICIENCY
x CONTRIBUTION MARGIN
x LEARNING VELOCITY

OPERATORS
---------
IF       condition
THEN     true action
ELSE     false action
AND      all must pass
OR       valid alternatives
NOT      exclude
XOR      exactly one
FOR EACH controlled expansion
UNTIL    bounded loop
AT LEAST minimum
EXACTLY ONE unique owner/decision

ONE-PAGE RULE
-------------
IF same sense
AND same task
AND compatible answer structure
AND compatible result class
AND compatible next action
THEN same cluster and one canonical owner
ELSE split or test.

PUBLICATION GATES
-----------------
DEMAND
AND DISTINCT TASK
AND BUSINESS VALUE
AND INFORMATION ADVANTAGE
AND TECHNICAL FEASIBILITY
AND MAINTAINABILITY
AND MEASUREMENT
AND COMPLIANCE

LAKA LEVELS
-----------
BASELINE   observe, classify, measure
MINOR      title, snippet, intro, link, CTA, small fix
MAJOR      rewrite, evidence, video, table, calculator
STRUCTURAL merge, template, graph, canonicals, data pipeline
PARADIGM   new information product, dataset, diagnostic, agent

INTERNAL VARIABLES
------------------
Object
Conditions
Actions
Tools
Resources
Outcomes
Feedback
Constraints
Value
Failure Mode

CHANGE VARIABLES
----------------
Magnitude
Rate
Direction
Scope
Depth
Duration
Frequency
Acceleration
Variability
Detectability
Reversibility
Propagation
Amplification
Accumulation

TECHNICAL STATES
----------------
DISCOVERED
-> FETCHED
-> RENDERED
-> CANONICALIZED
-> INDEXED
-> RETRIEVED
-> DISPLAYED
-> VISITED
-> COMPLETED
-> CONVERTED

TASK -> FORMAT
--------------
define       definition + boundaries + examples
learn        guide + demonstration
compare      table/matrix + trade-offs
calculate    calculator/formula + examples
diagnose     symptom/cause/test/remedy tree
locate       verified map/directory/location page
verify       claim/evidence/source/limitation
plan         roadmap/template/checklist
implement    SOP/code/configuration
choose       criteria/options/recommendation
buy          offer/proof/scope/process/action
maintain     monitoring/checklist/dashboard

PRIORITY
--------
measurement blocker
> technical eligibility blocker
> canonical conflict
> existing high-value opportunity
> information/format gap
> authority gap
> new asset
> paradigm experiment

PRIMARY KPIs
------------
1. Incremental organic contribution margin
2. Qualified organic conversions
3. Value-weighted non-brand clicks
4. Value-weighted target-cluster visibility
5. Eligible canonical coverage

EXPERIMENT
----------
IF [intervention]
is applied to [object]
under [conditions],
THEN [primary metric]
changes [direction]
because [mechanism],
while [guardrails] pass.

REVIEW DECISIONS
----------------
CONTINUE
EXPAND
REVISE
REVERSE
ESCALATE
RETIRE
MONITOR

PSEUDO-COMMANDS
---------------
/seo
/expand
/cluster
/gate
/laka
/experiment
/audit-technical
/audit-canonical
/page
/review

SAFE SCALE
----------
Generate broadly.
Normalize.
Cluster by task.
Assign one canonical owner.
Apply all hard gates.
Score by value / cost.
Stage publication.
Measure.
Update the generator.
Never publish the Cartesian product.