LAKA Transformation State Rules
LAKA Transformation State Rules
The file
Served verbatim at /v1/files/laka-transformation-rules.
{
"title": "LAKA Transformation State Rules",
"version": "1.0.0",
"rule_count": 56,
"rules": [
{
"id": "MAGNITUDE-0",
"axis": "magnitude",
"state": "none",
"code": "M0",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
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{
"path": "laka.magnitude.state",
"operator": "eq",
"value": "none"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "magnitude",
"state": "none"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.magnitude"
}
]
},
"writing_application": {
"diagnostic_question": "How large is the difference or intervention?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "MAGNITUDE-1",
"axis": "magnitude",
"state": "minor",
"code": "M1",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.magnitude.state",
"operator": "eq",
"value": "minor"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "magnitude",
"state": "minor"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.magnitude"
}
]
},
"writing_application": {
"diagnostic_question": "How large is the difference or intervention?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "MAGNITUDE-2",
"axis": "magnitude",
"state": "substantial",
"code": "M2",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.magnitude.state",
"operator": "eq",
"value": "substantial"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "magnitude",
"state": "substantial"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.magnitude"
}
]
},
"writing_application": {
"diagnostic_question": "How large is the difference or intervention?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "MAGNITUDE-3",
"axis": "magnitude",
"state": "dominant",
"code": "M3",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.magnitude.state",
"operator": "eq",
"value": "dominant"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "magnitude",
"state": "dominant"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.magnitude"
}
]
},
"writing_application": {
"diagnostic_question": "How large is the difference or intervention?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "RATE-0",
"axis": "rate",
"state": "static",
"code": "R0",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.rate.state",
"operator": "eq",
"value": "static"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "rate",
"state": "static"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.rate"
}
]
},
"writing_application": {
"diagnostic_question": "How quickly is the text or reader state changing?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "RATE-1",
"axis": "rate",
"state": "gradual",
"code": "R1",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.rate.state",
"operator": "eq",
"value": "gradual"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "rate",
"state": "gradual"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.rate"
}
]
},
"writing_application": {
"diagnostic_question": "How quickly is the text or reader state changing?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "RATE-2",
"axis": "rate",
"state": "steady",
"code": "R2",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.rate.state",
"operator": "eq",
"value": "steady"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "rate",
"state": "steady"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.rate"
}
]
},
"writing_application": {
"diagnostic_question": "How quickly is the text or reader state changing?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "RATE-3",
"axis": "rate",
"state": "rapid",
"code": "R3",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.rate.state",
"operator": "eq",
"value": "rapid"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "rate",
"state": "rapid"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.rate"
}
]
},
"writing_application": {
"diagnostic_question": "How quickly is the text or reader state changing?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "DIRECTION-0",
"axis": "direction",
"state": "neutral",
"code": "D0",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.direction.state",
"operator": "eq",
"value": "neutral"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "direction",
"state": "neutral"
},
{
"action": "rank",
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"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.direction"
}
]
},
"writing_application": {
"diagnostic_question": "Where is meaning or performance moving?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "DIRECTION-1",
"axis": "direction",
"state": "converging",
"code": "D1",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.direction.state",
"operator": "eq",
"value": "converging"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "direction",
"state": "converging"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.direction"
}
]
},
"writing_application": {
"diagnostic_question": "Where is meaning or performance moving?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "DIRECTION-2",
"axis": "direction",
"state": "diverging",
"code": "D2",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.direction.state",
"operator": "eq",
"value": "diverging"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
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"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "direction",
"state": "diverging"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.direction"
}
]
},
"writing_application": {
"diagnostic_question": "Where is meaning or performance moving?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "DIRECTION-3",
"axis": "direction",
"state": "oscillating_or_mixed",
"code": "D3",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.direction.state",
"operator": "eq",
"value": "oscillating_or_mixed"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "direction",
"state": "oscillating_or_mixed"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.direction"
}
]
},
"writing_application": {
"diagnostic_question": "Where is meaning or performance moving?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "SCOPE-0",
"axis": "scope",
"state": "token",
"code": "S0",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.scope.state",
"operator": "eq",
"value": "token"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "scope",
"state": "token"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.scope"
}
]
},
"writing_application": {
"diagnostic_question": "How much of the content is affected?",
"preferred_interventions": [
"replace_word",
"fix_inflection",
"add_or_remove_mark"
]
}
},
{
"id": "SCOPE-1",
"axis": "scope",
"state": "sentence",
"code": "S1",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.scope.state",
"operator": "eq",
"value": "sentence"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "scope",
"state": "sentence"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.scope"
}
]
},
"writing_application": {
"diagnostic_question": "How much of the content is affected?",
"preferred_interventions": [
"reorder_constituent",
"split_or_merge_clause",
"clarify_actor_or_scope"
]
}
},
{
"id": "SCOPE-2",
"axis": "scope",
"state": "passage",
"code": "S2",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.scope.state",
"operator": "eq",
"value": "passage"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "scope",
"state": "passage"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.scope"
}
]
},
"writing_application": {
"diagnostic_question": "How much of the content is affected?",
"preferred_interventions": [
"split_paragraph",
"move_evidence",
"add_transition",
"normalize_term"
]
}
},
{
"id": "SCOPE-3",
"axis": "scope",
"state": "document_or_system",
"code": "S3",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.scope.state",
"operator": "eq",
"value": "document_or_system"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "scope",
"state": "document_or_system"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.scope"
}
]
},
"writing_application": {
"diagnostic_question": "How much of the content is affected?",
"preferred_interventions": [
"restructure_sections",
"change_strategy",
"centralize_source",
"create_governance_rule"
]
}
},
{
"id": "DEPTH-0",
"axis": "depth",
"state": "surface",
"code": "DP0",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.depth.state",
"operator": "eq",
"value": "surface"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "depth",
"state": "surface"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.depth"
}
]
},
"writing_application": {
"diagnostic_question": "At what layer does the issue exist?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "DEPTH-1",
"axis": "depth",
"state": "syntactic",
"code": "DP1",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.depth.state",
"operator": "eq",
"value": "syntactic"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "depth",
"state": "syntactic"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.depth"
}
]
},
"writing_application": {
"diagnostic_question": "At what layer does the issue exist?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "DEPTH-2",
"axis": "depth",
"state": "semantic",
"code": "DP2",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.depth.state",
"operator": "eq",
"value": "semantic"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "depth",
"state": "semantic"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.depth"
}
]
},
"writing_application": {
"diagnostic_question": "At what layer does the issue exist?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "DEPTH-3",
"axis": "depth",
"state": "world_model_or_strategy",
"code": "DP3",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.depth.state",
"operator": "eq",
"value": "world_model_or_strategy"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "depth",
"state": "world_model_or_strategy"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.depth"
}
]
},
"writing_application": {
"diagnostic_question": "At what layer does the issue exist?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "DURATION-0",
"axis": "duration",
"state": "momentary",
"code": "DU0",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.duration.state",
"operator": "eq",
"value": "momentary"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "duration",
"state": "momentary"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.duration"
}
]
},
"writing_application": {
"diagnostic_question": "How long does the effect persist?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "DURATION-1",
"axis": "duration",
"state": "temporary",
"code": "DU1",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.duration.state",
"operator": "eq",
"value": "temporary"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "duration",
"state": "temporary"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.duration"
}
]
},
"writing_application": {
"diagnostic_question": "How long does the effect persist?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "DURATION-2",
"axis": "duration",
"state": "sustained",
"code": "DU2",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.duration.state",
"operator": "eq",
"value": "sustained"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "duration",
"state": "sustained"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.duration"
}
]
},
"writing_application": {
"diagnostic_question": "How long does the effect persist?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "DURATION-3",
"axis": "duration",
"state": "persistent",
"code": "DU3",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.duration.state",
"operator": "eq",
"value": "persistent"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "duration",
"state": "persistent"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.duration"
}
]
},
"writing_application": {
"diagnostic_question": "How long does the effect persist?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "FREQUENCY-0",
"axis": "frequency",
"state": "never",
"code": "F0",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.frequency.state",
"operator": "eq",
"value": "never"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "frequency",
"state": "never"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.frequency"
}
]
},
"writing_application": {
"diagnostic_question": "How often does the pattern occur?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "FREQUENCY-1",
"axis": "frequency",
"state": "rare",
"code": "F1",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.frequency.state",
"operator": "eq",
"value": "rare"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "frequency",
"state": "rare"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.frequency"
}
]
},
"writing_application": {
"diagnostic_question": "How often does the pattern occur?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "FREQUENCY-2",
"axis": "frequency",
"state": "intermittent",
"code": "F2",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.frequency.state",
"operator": "eq",
"value": "intermittent"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "frequency",
"state": "intermittent"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.frequency"
}
]
},
"writing_application": {
"diagnostic_question": "How often does the pattern occur?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "FREQUENCY-3",
"axis": "frequency",
"state": "continuous_or_systematic",
"code": "F3",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.frequency.state",
"operator": "eq",
"value": "continuous_or_systematic"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "frequency",
"state": "continuous_or_systematic"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.frequency"
}
]
},
"writing_application": {
"diagnostic_question": "How often does the pattern occur?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "ACCELERATION-0",
"axis": "acceleration",
"state": "none",
"code": "A0",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.acceleration.state",
"operator": "eq",
"value": "none"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "acceleration",
"state": "none"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.acceleration"
}
]
},
"writing_application": {
"diagnostic_question": "How is the rate itself changing?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "ACCELERATION-1",
"axis": "acceleration",
"state": "decelerating",
"code": "A1",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.acceleration.state",
"operator": "eq",
"value": "decelerating"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "acceleration",
"state": "decelerating"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.acceleration"
}
]
},
"writing_application": {
"diagnostic_question": "How is the rate itself changing?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "ACCELERATION-2",
"axis": "acceleration",
"state": "linear",
"code": "A2",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.acceleration.state",
"operator": "eq",
"value": "linear"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "acceleration",
"state": "linear"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.acceleration"
}
]
},
"writing_application": {
"diagnostic_question": "How is the rate itself changing?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "ACCELERATION-3",
"axis": "acceleration",
"state": "accelerating",
"code": "A3",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.acceleration.state",
"operator": "eq",
"value": "accelerating"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "acceleration",
"state": "accelerating"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.acceleration"
}
]
},
"writing_application": {
"diagnostic_question": "How is the rate itself changing?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "VARIABILITY-0",
"axis": "variability",
"state": "fixed",
"code": "V0",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.variability.state",
"operator": "eq",
"value": "fixed"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "variability",
"state": "fixed"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.variability"
}
]
},
"writing_application": {
"diagnostic_question": "How stable is the pattern across samples?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "VARIABILITY-1",
"axis": "variability",
"state": "low",
"code": "V1",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.variability.state",
"operator": "eq",
"value": "low"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "variability",
"state": "low"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.variability"
}
]
},
"writing_application": {
"diagnostic_question": "How stable is the pattern across samples?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "VARIABILITY-2",
"axis": "variability",
"state": "mixed",
"code": "V2",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.variability.state",
"operator": "eq",
"value": "mixed"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "variability",
"state": "mixed"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.variability"
}
]
},
"writing_application": {
"diagnostic_question": "How stable is the pattern across samples?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "VARIABILITY-3",
"axis": "variability",
"state": "high",
"code": "V3",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.variability.state",
"operator": "eq",
"value": "high"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "variability",
"state": "high"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.variability"
}
]
},
"writing_application": {
"diagnostic_question": "How stable is the pattern across samples?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "DETECTABILITY-0",
"axis": "detectability",
"state": "obvious",
"code": "DE0",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.detectability.state",
"operator": "eq",
"value": "obvious"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "detectability",
"state": "obvious"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.detectability"
}
]
},
"writing_application": {
"diagnostic_question": "How easy is the issue to notice?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "DETECTABILITY-1",
"axis": "detectability",
"state": "visible_on_review",
"code": "DE1",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.detectability.state",
"operator": "eq",
"value": "visible_on_review"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "detectability",
"state": "visible_on_review"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.detectability"
}
]
},
"writing_application": {
"diagnostic_question": "How easy is the issue to notice?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "DETECTABILITY-2",
"axis": "detectability",
"state": "latent",
"code": "DE2",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.detectability.state",
"operator": "eq",
"value": "latent"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "detectability",
"state": "latent"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.detectability"
}
]
},
"writing_application": {
"diagnostic_question": "How easy is the issue to notice?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "DETECTABILITY-3",
"axis": "detectability",
"state": "hidden_without_testing",
"code": "DE3",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.detectability.state",
"operator": "eq",
"value": "hidden_without_testing"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "detectability",
"state": "hidden_without_testing"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.detectability"
}
]
},
"writing_application": {
"diagnostic_question": "How easy is the issue to notice?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "REVERSIBILITY-0",
"axis": "reversibility",
"state": "trivial",
"code": "RV0",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.reversibility.state",
"operator": "eq",
"value": "trivial"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "reversibility",
"state": "trivial"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.reversibility"
}
]
},
"writing_application": {
"diagnostic_question": "How easily can the change be undone?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "REVERSIBILITY-1",
"axis": "reversibility",
"state": "easy",
"code": "RV1",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.reversibility.state",
"operator": "eq",
"value": "easy"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "reversibility",
"state": "easy"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.reversibility"
}
]
},
"writing_application": {
"diagnostic_question": "How easily can the change be undone?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "REVERSIBILITY-2",
"axis": "reversibility",
"state": "costly",
"code": "RV2",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.reversibility.state",
"operator": "eq",
"value": "costly"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "reversibility",
"state": "costly"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.reversibility"
}
]
},
"writing_application": {
"diagnostic_question": "How easily can the change be undone?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "REVERSIBILITY-3",
"axis": "reversibility",
"state": "effectively_irreversible",
"code": "RV3",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.reversibility.state",
"operator": "eq",
"value": "effectively_irreversible"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "reversibility",
"state": "effectively_irreversible"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.reversibility"
}
]
},
"writing_application": {
"diagnostic_question": "How easily can the change be undone?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "PROPAGATION-0",
"axis": "propagation",
"state": "isolated",
"code": "P0",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.propagation.state",
"operator": "eq",
"value": "isolated"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "propagation",
"state": "isolated"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.propagation"
}
]
},
"writing_application": {
"diagnostic_question": "How far does the effect travel?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "PROPAGATION-1",
"axis": "propagation",
"state": "local",
"code": "P1",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.propagation.state",
"operator": "eq",
"value": "local"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "propagation",
"state": "local"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.propagation"
}
]
},
"writing_application": {
"diagnostic_question": "How far does the effect travel?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "PROPAGATION-2",
"axis": "propagation",
"state": "cascading",
"code": "P2",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.propagation.state",
"operator": "eq",
"value": "cascading"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "propagation",
"state": "cascading"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.propagation"
}
]
},
"writing_application": {
"diagnostic_question": "How far does the effect travel?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "PROPAGATION-3",
"axis": "propagation",
"state": "system_wide",
"code": "P3",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.propagation.state",
"operator": "eq",
"value": "system_wide"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "propagation",
"state": "system_wide"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.propagation"
}
]
},
"writing_application": {
"diagnostic_question": "How far does the effect travel?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "AMPLIFICATION-0",
"axis": "amplification",
"state": "damped",
"code": "AM0",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.amplification.state",
"operator": "eq",
"value": "damped"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "amplification",
"state": "damped"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.amplification"
}
]
},
"writing_application": {
"diagnostic_question": "What happens as the effect is repeated or transmitted?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "AMPLIFICATION-1",
"axis": "amplification",
"state": "neutral",
"code": "AM1",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.amplification.state",
"operator": "eq",
"value": "neutral"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "amplification",
"state": "neutral"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.amplification"
}
]
},
"writing_application": {
"diagnostic_question": "What happens as the effect is repeated or transmitted?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "AMPLIFICATION-2",
"axis": "amplification",
"state": "reinforced",
"code": "AM2",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.amplification.state",
"operator": "eq",
"value": "reinforced"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "amplification",
"state": "reinforced"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.amplification"
}
]
},
"writing_application": {
"diagnostic_question": "What happens as the effect is repeated or transmitted?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "AMPLIFICATION-3",
"axis": "amplification",
"state": "runaway",
"code": "AM3",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.amplification.state",
"operator": "eq",
"value": "runaway"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "amplification",
"state": "runaway"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.amplification"
}
]
},
"writing_application": {
"diagnostic_question": "What happens as the effect is repeated or transmitted?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "ACCUMULATION-0",
"axis": "accumulation",
"state": "no_buildup",
"code": "AC0",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.accumulation.state",
"operator": "eq",
"value": "no_buildup"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "accumulation",
"state": "no_buildup"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.accumulation"
}
]
},
"writing_application": {
"diagnostic_question": "How does the effect build over time?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "ACCUMULATION-1",
"axis": "accumulation",
"state": "episodic",
"code": "AC1",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.accumulation.state",
"operator": "eq",
"value": "episodic"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "accumulation",
"state": "episodic"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.accumulation"
}
]
},
"writing_application": {
"diagnostic_question": "How does the effect build over time?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "ACCUMULATION-2",
"axis": "accumulation",
"state": "compounding",
"code": "AC2",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.accumulation.state",
"operator": "eq",
"value": "compounding"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "accumulation",
"state": "compounding"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.accumulation"
}
]
},
"writing_application": {
"diagnostic_question": "How does the effect build over time?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
},
{
"id": "ACCUMULATION-3",
"axis": "accumulation",
"state": "saturated_or_entrenched",
"code": "AC3",
"interrogative_prompts": [
"who is affected?",
"what changes?",
"when does it occur?",
"where is it visible?",
"why does it matter?",
"how can it be tested?"
],
"evaluation": {
"if": {
"all": [
{
"path": "laka.accumulation.state",
"operator": "eq",
"value": "saturated_or_entrenched"
},
{
"path": "diagnosis.target_unit",
"operator": "exists"
}
]
},
"then": [
{
"action": "generate",
"target": "candidate_interventions",
"axis": "accumulation",
"state": "saturated_or_entrenched"
},
{
"action": "rank",
"target": "candidate_interventions",
"by": [
"outcome_gain",
"scope",
"depth",
"magnitude",
"reversibility"
]
}
],
"else": [
{
"action": "measure",
"target": "laka.accumulation"
}
]
},
"writing_application": {
"diagnostic_question": "How does the effect build over time?",
"preferred_interventions": [
"observe",
"compare",
"test",
"apply_smallest_sufficient_change"
]
}
}
],
"cross_axis_rules": [
{
"id": "LTX-001",
"if": {
"all": [
{
"path": "laka.propagation.state",
"operator": "in",
"value": [
"cascading",
"system_wide"
]
},
{
"path": "laka.reversibility.state",
"operator": "in",
"value": [
"costly",
"effectively_irreversible"
]
}
]
},
"then": [
{
"action": "require",
"target": "change_plan",
"include": [
"dependency_map",
"backup",
"review",
"rollback_or_mitigation"
]
}
],
"else": [
{
"action": "retain",
"target": "current_text",
"reason": "No triggering condition is present."
}
]
},
{
"id": "LTX-002",
"if": {
"all": [
{
"path": "laka.detectability.state",
"operator": "in",
"value": [
"latent",
"hidden_without_testing"
]
},
{
"path": "laka.frequency.state",
"operator": "in",
"value": [
"intermittent",
"continuous_or_systematic"
]
}
]
},
"then": [
{
"action": "design",
"target": "test",
"include": [
"multiple_samples",
"representative_readers",
"task_observation"
]
}
],
"else": [
{
"action": "retain",
"target": "current_text",
"reason": "No triggering condition is present."
}
]
},
{
"id": "LTX-003",
"if": {
"all": [
{
"path": "laka.accumulation.state",
"operator": "in",
"value": [
"compounding",
"saturated_or_entrenched"
]
},
{
"path": "laka.scope.state",
"operator": "eq",
"value": "document_or_system"
}
]
},
"then": [
{
"action": "escalate",
"target": "intervention",
"to": "governance_or_architecture"
}
],
"else": [
{
"action": "retain",
"target": "current_text",
"reason": "No triggering condition is present."
}
]
},
{
"id": "LTX-004",
"if": {
"all": [
{
"path": "laka.magnitude.state",
"operator": "eq",
"value": "minor"
},
{
"path": "laka.scope.state",
"operator": "eq",
"value": "token"
},
{
"path": "laka.reversibility.state",
"operator": "in",
"value": [
"trivial",
"easy"
]
}
]
},
"then": [
{
"action": "apply",
"target": "intervention",
"mode": "direct_with_regression_check"
}
],
"else": [
{
"action": "retain",
"target": "current_text",
"reason": "No triggering condition is present."
}
]
},
{
"id": "LTX-005",
"if": {
"any": [
{
"path": "outcome.accuracy_change",
"operator": "lt",
"value": 0
},
{
"path": "outcome.accessibility_change",
"operator": "lt",
"value": 0
},
{
"path": "outcome.trust_change",
"operator": "lt",
"value": 0
}
]
},
"then": [
{
"action": "reject",
"target": "intervention"
}
],
"else": [
{
"action": "compare",
"target": "outcome.task_success"
}
]
}
]
}