CLEA L03

Synced: 2026-04-11T17:56:32
103
Atoms
8
Elements
0
Constructs
0
Compounds
0
Dupes Resolved
Validated
CP-CLEA — Contextual Learning Environment Agent Master Compound implements K-CLEA
Purpose:
Execution Steps:
E-L03-CHR-BUNDLE — CHR 11 atoms
L03-CHR-CREDENTIALHORI — Credential horizon shift
L03-CHR-DEVICEOBSOLE — Device obsolescence trajectory
L03-CHR-DISRUPTIONACCU — Disruption accumulation
L03-CHR-INFRAIMPROVE — Infrastructure improvement trends
L03-CHR-PARTICIPATIOND — Participation decay
L03-CHR-PLATFORMUPDA — Platform update compatibility
L03-CHR-RECOVERYWINDOW — Recovery window timing
L03-CHR-REENTRYFRICTIO — Re-entry friction over time
L03-CHR-SEASONALCONN — Seasonal connectivity patterns
L03-CHR-TECHNOLOGYCHUR — Technology churn exposure
L03-CHR-TRANSITIONLOAD — Transition load
E-L03-EPR-HUMAN-BUNDLE — EPR 21 atoms
L03-MIC-EMOTIONALSAFET — Emotional safety
L03-MIC-CAREGIVERAVAIL — Caregiver availability for learning logistics
L03-MIC-ATTENTIONAVAIL — Attention availability
L03-MIC-TIMEAVAILABILI — Time availability
L03-MIC-PRIVACYADEQUAC — Privacy adequacy
L03-MIC-LANGUAGEACCESS — Language accessibility
L03-MIC-BELONGINGANCHO — Belonging anchoring
L03-MIC-PEERPARTICIPAT — Peer participation climate
L03-MIC-TEACHERRELATIO — Teacher relational availability
L03-MIC-HEALTHFUNCTION — Health functional capacity
L03-MES-EXPECTATIONCOH — Expectation coherence
L03-MES-IDENTITYCONTIN — Identity continuity across contexts
L03-MES-HOMESCHOOLCOMM — Home–school communication permeability
L03-MES-ROUTINESCHEDUL — Routine–schedule alignment
L03-MAC-CULTURALVALUAT — Cultural valuation of online learning
L03-MAC-KNOWLEDGELEGIT — Knowledge legitimacy regime
L03-MAC-STRUCTURALINEQ — Structural inequality baseline
L03-MAC-GENDEREDPARTIC — Gendered participation norms
L03-CHR-TRANSITIONLOAD — Transition load
L03-CHR-RECOVERYWINDOW — Recovery window timing
L03-CHR-DISRUPTIONACCU — Disruption accumulation
E-L03-EPR-TECH-BUNDLE — EPR 27 atoms
L03-MIC-DEVICEUSABILIT — Device usability
L03-MIC-POWERCONTINUIT — Power continuity
L03-EXO-CONNECTIVITYSU — Connectivity sufficiency
L03-EXO-NETWORKPERFORM — Network performance reliability
L03-EXO-PLATFORMUPTIME — Platform uptime reliability
L03-MIC-DEVICECAPABIL — Device capability profile
L03-MIC-INPUTCAPABILI — Input capabilities
L03-MIC-OUTPUTCAPABIL — Output capabilities
L03-MIC-BROWSERAPPCA — Browser and app capabilities
L03-MIC-CAMERAMICROPH — Camera and microphone availability
L03-MIC-OFFLINEVIABIL — Offline viability
L03-EXO-BANDWIDTHTIER — Bandwidth tier classification
L03-EXO-SERVERPROXIMI — Server and CDN proximity
L03-EXO-POWERGRIDREL — Power grid reliability
L03-EXO-MOBILECOVERAG — Mobile network coverage
L03-MES-CROSSDEVICE — Cross-device continuity
L03-MES-PROGRESSSYNC — Progress sync reliability
L03-MES-FORMATCOMPAT — Format compatibility across contexts
L03-MES-AUTHENTICATIO — Authentication consistency
L03-MAC-DIGITALDIVID — Regional digital divide
L03-MAC-PLATFORMLANG — Platform language support
L03-MAC-CONTENTLANG — Content language availability
L03-MAC-REGULATORYDA — Data and regulatory restrictions
L03-CHR-DEVICEOBSOLE — Device obsolescence trajectory
L03-CHR-PLATFORMUPDA — Platform update compatibility
L03-CHR-INFRAIMPROVE — Infrastructure improvement trends
L03-CHR-SEASONALCONN — Seasonal connectivity patterns
E-L03-EXO-BUNDLE — EXO 26 atoms
L03-EXO-ADMINISTRATIVE — Administrative accessibility
L03-EXO-ASSESSMENTPOLI — Assessment policy rigidity
L03-EXO-ASSESSMENTRECO — Assessment recoverability
L03-EXO-BANDWIDTHTIER — Bandwidth tier classification
L03-EXO-CAREGIVEREMPLO — Caregiver employment constraint propagation
L03-EXO-CONNECTIVITYSU — Connectivity sufficiency
L03-EXO-DATAAFFORDABIL — Data affordability
L03-EXO-DISRUPTIONEXPO — Disruption exposure
L03-EXO-FUNDINGANDCOST — Funding and cost shielding
L03-EXO-INSTITUTIONALA — Institutional access eligibility
L03-EXO-INSTITUTIONALF — Institutional flexibility
L03-EXO-INSTITUTIONALR — Institutional responsiveness
L03-EXO-INSTITUTIONALS — Institutional schedule flexibility
L03-EXO-LEARNINGRESOUR — Learning resource accessibility
L03-EXO-MOBILECOVERAG — Mobile network coverage
L03-EXO-NETWORKPERFORM — Network performance reliability
L03-EXO-PLATFORMGOVERN — Platform governance rigidity
L03-EXO-PLATFORMINTERO — Platform interoperability constraints
L03-EXO-PLATFORMUPTIME — Platform uptime reliability
L03-EXO-POWERGRIDREL — Power grid reliability
L03-EXO-RESOURCEAVAILA — Resource availability
L03-EXO-RESOURCEENTITL — Resource entitlement
L03-EXO-SAFEGUARDINGAN — Safeguarding and surveillance pressure
L03-EXO-SERVERPROXIMI — Server and CDN proximity
L03-EXO-SYSTEMVISIBILI — System visibility
L03-EXO-TECHNICALSUPPO — Technical support accessibility
E-L03-MAC-BUNDLE — MAC 14 atoms
L03-MAC-AUTHORITYTRUST — Authority trust climate
L03-MAC-CONTENTLANG — Content language availability
L03-MAC-CREDENTIALLEGI — Credential legitimacy
L03-MAC-CULTURALVALUAT — Cultural valuation of online learning
L03-MAC-DIGITALDIVID — Regional digital divide
L03-MAC-DIGITALPARTICI — Digital participation normativity
L03-MAC-GENDEREDPARTIC — Gendered participation norms
L03-MAC-INFRATRENDS — Infrastructure investment trends
L03-MAC-KNOWLEDGELEGIT — Knowledge legitimacy regime
L03-MAC-PLATFORMLANG — Platform language support
L03-MAC-REGULATORYDA — Data and regulatory restrictions
L03-MAC-SOCIOECONOMICP — Socioeconomic positioning
L03-MAC-STRUCTURALINEQ — Structural inequality baseline
L03-MAC-SURVEILLANCENO — Surveillance norm climate
E-L03-MES-BUNDLE — MES 16 atoms
L03-MES-ASSESSMENTCONT — Assessment–context compatibility
L03-MES-AUTHENTICATIO — Authentication consistency
L03-MES-CROSSCONTEXTFE — Cross-context feedback continuity
L03-MES-CROSSDEVICE — Cross-device continuity
L03-MES-EXPECTATIONCOH — Expectation coherence
L03-MES-FORMATCOMPAT — Format compatibility across contexts
L03-MES-HOMEPLATFORMCO — Home–platform coordination
L03-MES-HOMESCHOOLCOMM — Home–school communication permeability
L03-MES-IDENTITYCONTIN — Identity continuity across contexts
L03-MES-LEARNINGLEGITI — Learning legitimacy (cross-context)
L03-MES-PEERINSTITUTIO — Peer–institution alignment
L03-MES-PROGRESSSYNC — Progress sync reliability
L03-MES-RESPONSIBILITY — Responsibility coordination
L03-MES-ROUTINESCHEDUL — Routine–schedule alignment
L03-MES-SCHOOLPLATFORM — School–platform coherence
L03-MES-SUPPORTPATHWAY — Support pathway coherence
E-L03-MIC-BUNDLE — MIC 27 atoms
L03-MIC-ADULTPERMISSIO — Adult permission
L03-MIC-ATTENTIONAVAIL — Attention availability
L03-MIC-AUTHENTICATION — Authentication feasibility
L03-MIC-BELONGINGANCHO — Belonging anchoring
L03-MIC-BROWSERAPPCA — Browser and app capabilities
L03-MIC-CAMERAMICROPH — Camera and microphone availability
L03-MIC-CAREGIVERAVAIL — Caregiver availability for learning logistics
L03-MIC-DEVICECAPABIL — Device capability profile
L03-MIC-DEVICEEXCLUSIV — Device exclusivity
L03-MIC-DEVICESECURITY — Device security/control
L03-MIC-DEVICEUSABILIT — Device usability
L03-MIC-DIGITALLITERAC — Digital literacy sufficiency
L03-MIC-EMOTIONALSAFET — Emotional safety
L03-MIC-HEALTHFUNCTION — Health functional capacity
L03-MIC-IMMEDIATEFEEDB — Immediate feedback availability
L03-MIC-INPUTCAPABILI — Input capabilities
L03-MIC-LANGUAGEACCESS — Language accessibility
L03-MIC-LEARNINGSPACEA — Learning space adequacy
L03-MIC-NOISEANDINTERR — Noise and interruption load
L03-MIC-OFFLINEVIABIL — Offline viability
L03-MIC-OUTPUTCAPABIL — Output capabilities
L03-MIC-PEERPARTICIPAT — Peer participation climate
L03-MIC-POWERCONTINUIT — Power continuity
L03-MIC-PRIVACYADEQUAC — Privacy adequacy
L03-MIC-ROUTINEPREDICT — Routine predictability
L03-MIC-TEACHERRELATIO — Teacher relational availability
L03-MIC-TIMEAVAILABILI — Time availability
E-L03-MML-BUNDLE — MML 9 atoms
L03-MML-AUDIOENVIRONM — Audio Environment Viability Measures whether the student's current environment supports audio-based learning (listening to content).
L03-MML-SPEECHVIABIL — Speech Output Viability Measures whether the student can speak aloud in their current environment for voice-based interactions.
L03-MML-VISUALCONDIT — Visual Display Conditions Measures whether the student's environment supports visual content consumption effectively.
L03-MML-HANDSFREEREQ — Hands-Free Requirement Measures whether the student's current activity requires hands-free interaction with learning content.
L03-MML-MOTIONSTABIL — Motion Stability Context Measures whether the student is stationary or in motion, affecting content consumption modality feasibility.
L03-MML-ATTENTIONCON — Attention Context Constraints Measures environmental distractions affecting sustained attention for different content modalities.
L03-MML-SCREENPRIVAC — Screen Privacy Context Measures whether others can view the student's screen, affecting content sensitivity and modality choices.
L03-MML-SESSIONWINDOW — Available Session Window Measures the estimated time window available for learning in current context, affecting content length and modality selection.
L03-MML-MESHINGHYPOTHE — Meshing Hypothesis Rejection Evaluates whether the modality assignment logic implicitly or explicitly relies on the scientifically unsupported 'meshing hypothesis' (that matching ...
All Checks Passed
6/6
Families w/ Compounds
0
Orphaned Families
103
Total Atoms on Disk
Family Coverage
Family Atoms Used by Compounds Status
CHR 0 CP-CLEA COVERED
EXO 0 CP-CLEA COVERED
MAC 0 CP-CLEA COVERED
MES 0 CP-CLEA COVERED
MIC 0 CP-CLEA COVERED
MML 0 CP-CLEA COVERED
Element Details
E-L03-CHR-BUNDLE 11 atoms
CHR
E-L03-EPR-HUMAN-BUNDLE 21 atoms
EPR
E-L03-EPR-TECH-BUNDLE 27 atoms
EPR
E-L03-EXO-BUNDLE 26 atoms
EXO
E-L03-MAC-BUNDLE 14 atoms
MAC
E-L03-MES-BUNDLE 16 atoms
MES
E-L03-MIC-BUNDLE 27 atoms
MIC
E-L03-MML-BUNDLE 9 atoms
MML
{
  "atoms": [
    {
      "_inventory_only": true,
      "atom_id": "L03-CHR-CREDENTIALHORI",
      "atom_name": "Credential horizon shift",
      "atomic_definition": "",
      "definition": "",
      "family_code": "CHR",
      "family_name": "CHR",
      "internal_id": "CHI06",
      "source_file": "L03-CHR-CREDENTIALHORI.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-CHR-DEVICEOBSOLE",
      "atom_name": "Device obsolescence trajectory",
      "atomic_definition": "",
      "definition": "",
      "family_code": "CHR",
      "family_name": "CHR",
      "internal_id": "CH05",
      "source_file": "L03-CHR-DEVICEOBSOLE.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-CHR-DISRUPTIONACCU",
      "atom_name": "Disruption accumulation",
      "atomic_definition": "",
      "definition": "",
      "family_code": "CHR",
      "family_name": "CHR",
      "internal_id": "CHI03",
      "source_file": "L03-CHR-DISRUPTIONACCU.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-CHR-INFRAIMPROVE",
      "atom_name": "Infrastructure improvement trends",
      "atomic_definition": "",
      "definition": "",
      "family_code": "CHR",
      "family_name": "CHR",
      "internal_id": "CH07",
      "source_file": "L03-CHR-INFRAIMPROVE.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-CHR-PARTICIPATIOND",
      "atom_name": "Participation decay",
      "atomic_definition": "",
      "definition": "",
      "family_code": "CHR",
      "family_name": "CHR",
      "internal_id": "CHI04",
      "source_file": "L03-CHR-PARTICIPATIOND.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-CHR-PLATFORMUPDA",
      "atom_name": "Platform update compatibility",
      "atomic_definition": "",
      "definition": "",
      "family_code": "CHR",
      "family_name": "CHR",
      "internal_id": "CH06",
      "source_file": "L03-CHR-PLATFORMUPDA.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-CHR-RECOVERYWINDOW",
      "atom_name": "Recovery window timing",
      "atomic_definition": "",
      "definition": "",
      "family_code": "CHR",
      "family_name": "CHR",
      "internal_id": "CHI02",
      "source_file": "L03-CHR-RECOVERYWINDOW.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-CHR-REENTRYFRICTIO",
      "atom_name": "Re-entry friction over time",
      "atomic_definition": "",
      "definition": "",
      "family_code": "CHR",
      "family_name": "CHR",
      "internal_id": "CHI05",
      "source_file": "L03-CHR-REENTRYFRICTIO.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-CHR-SEASONALCONN",
      "atom_name": "Seasonal connectivity patterns",
      "atomic_definition": "",
      "definition": "",
      "family_code": "CHR",
      "family_name": "CHR",
      "internal_id": "CH08",
      "source_file": "L03-CHR-SEASONALCONN.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-CHR-TECHNOLOGYCHUR",
      "atom_name": "Technology churn exposure",
      "atomic_definition": "",
      "definition": "",
      "family_code": "CHR",
      "family_name": "CHR",
      "internal_id": "CHI07",
      "source_file": "L03-CHR-TECHNOLOGYCHUR.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-CHR-TRANSITIONLOAD",
      "atom_name": "Transition load",
      "atomic_definition": "",
      "definition": "",
      "family_code": "CHR",
      "family_name": "CHR",
      "internal_id": "CHI01",
      "source_file": "L03-CHR-TRANSITIONLOAD.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-EXO-ADMINISTRATIVE",
      "atom_name": "Administrative accessibility",
      "atomic_definition": "",
      "definition": "",
      "family_code": "EXO",
      "family_name": "EXO",
      "internal_id": "EPS17",
      "source_file": "L03-EXO-ADMINISTRATIVE.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-EXO-ASSESSMENTPOLI",
      "atom_name": "Assessment policy rigidity",
      "atomic_definition": "",
      "definition": "",
      "family_code": "EXO",
      "family_name": "EXO",
      "internal_id": "EPS04",
      "source_file": "L03-EXO-ASSESSMENTPOLI.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-EXO-ASSESSMENTRECO",
      "atom_name": "Assessment recoverability",
      "atomic_definition": "",
      "definition": "",
      "family_code": "EXO",
      "family_name": "EXO",
      "internal_id": "EPS16",
      "source_file": "L03-EXO-ASSESSMENTRECO.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-EXO-BANDWIDTHTIER",
      "atom_name": "Bandwidth tier classification",
      "atomic_definition": "",
      "definition": "",
      "family_code": "EXO",
      "family_name": "EXO",
      "internal_id": "EX07",
      "source_file": "L03-EXO-BANDWIDTHTIER.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-EXO-CAREGIVEREMPLO",
      "atom_name": "Caregiver employment constraint propagation",
      "atomic_definition": "",
      "definition": "",
      "family_code": "EXO",
      "family_name": "EXO",
      "internal_id": "EPS22",
      "source_file": "L03-EXO-CAREGIVEREMPLO.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-EXO-CONNECTIVITYSU",
      "atom_name": "Connectivity sufficiency",
      "atomic_definition": "",
      "definition": "",
      "family_code": "EXO",
      "family_name": "EXO",
      "internal_id": "EPS11",
      "source_file": "L03-EXO-CONNECTIVITYSU.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-EXO-DATAAFFORDABIL",
      "atom_name": "Data affordability",
      "atomic_definition": "",
      "definition": "",
      "family_code": "EXO",
      "family_name": "EXO",
      "internal_id": "EPS12",
      "source_file": "L03-EXO-DATAAFFORDABIL.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-EXO-DISRUPTIONEXPO",
      "atom_name": "Disruption exposure",
      "atomic_definition": "",
      "definition": "",
      "family_code": "EXO",
      "family_name": "EXO",
      "internal_id": "EPS23",
      "source_file": "L03-EXO-DISRUPTIONEXPO.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-EXO-FUNDINGANDCOST",
      "atom_name": "Funding and cost shielding",
      "atomic_definition": "",
      "definition": "",
      "family_code": "EXO",
      "family_name": "EXO",
      "internal_id": "EPS09",
      "source_file": "L03-EXO-FUNDINGANDCOST.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-EXO-INSTITUTIONALA",
      "atom_name": "Institutional access eligibility",
      "atomic_definition": "",
      "definition": "",
      "family_code": "EXO",
      "family_name": "EXO",
      "internal_id": "EPS01",
      "source_file": "L03-EXO-INSTITUTIONALA.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-EXO-INSTITUTIONALF",
      "atom_name": "Institutional flexibility",
      "atomic_definition": "",
      "definition": "",
      "family_code": "EXO",
      "family_name": "EXO",
      "internal_id": "EPS15",
      "source_file": "L03-EXO-INSTITUTIONALF.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-EXO-INSTITUTIONALR",
      "atom_name": "Institutional responsiveness",
      "atomic_definition": "",
      "definition": "",
      "family_code": "EXO",
      "family_name": "EXO",
      "internal_id": "EPS07",
      "source_file": "L03-EXO-INSTITUTIONALR.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-EXO-INSTITUTIONALS",
      "atom_name": "Institutional schedule flexibility",
      "atomic_definition": "",
      "definition": "",
      "family_code": "EXO",
      "family_name": "EXO",
      "internal_id": "EPS05",
      "source_file": "L03-EXO-INSTITUTIONALS.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-EXO-LEARNINGRESOUR",
      "atom_name": "Learning resource accessibility",
      "atomic_definition": "",
      "definition": "",
      "family_code": "EXO",
      "family_name": "EXO",
      "internal_id": "EPS19",
      "source_file": "L03-EXO-LEARNINGRESOUR.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-EXO-MOBILECOVERAG",
      "atom_name": "Mobile network coverage",
      "atomic_definition": "",
      "definition": "",
      "family_code": "EXO",
      "family_name": "EXO",
      "internal_id": "EX10",
      "source_file": "L03-EXO-MOBILECOVERAG.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-EXO-NETWORKPERFORM",
      "atom_name": "Network performance reliability",
      "atomic_definition": "",
      "definition": "",
      "family_code": "EXO",
      "family_name": "EXO",
      "internal_id": "EPS13",
      "source_file": "L03-EXO-NETWORKPERFORM.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-EXO-PLATFORMGOVERN",
      "atom_name": "Platform governance rigidity",
      "atomic_definition": "",
      "definition": "",
      "family_code": "EXO",
      "family_name": "EXO",
      "internal_id": "EPS08",
      "source_file": "L03-EXO-PLATFORMGOVERN.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-EXO-PLATFORMINTERO",
      "atom_name": "Platform interoperability constraints",
      "atomic_definition": "",
      "definition": "",
      "family_code": "EXO",
      "family_name": "EXO",
      "internal_id": "EPS10",
      "source_file": "L03-EXO-PLATFORMINTERO.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-EXO-PLATFORMUPTIME",
      "atom_name": "Platform uptime reliability",
      "atomic_definition": "",
      "definition": "",
      "family_code": "EXO",
      "family_name": "EXO",
      "internal_id": "EPS14",
      "source_file": "L03-EXO-PLATFORMUPTIME.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-EXO-POWERGRIDREL",
      "atom_name": "Power grid reliability",
      "atomic_definition": "",
      "definition": "",
      "family_code": "EXO",
      "family_name": "EXO",
      "internal_id": "EX09",
      "source_file": "L03-EXO-POWERGRIDREL.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-EXO-RESOURCEAVAILA",
      "atom_name": "Resource availability",
      "atomic_definition": "",
      "definition": "",
      "family_code": "EXO",
      "family_name": "EXO",
      "internal_id": "EPS03",
      "source_file": "L03-EXO-RESOURCEAVAILA.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-EXO-RESOURCEENTITL",
      "atom_name": "Resource entitlement",
      "atomic_definition": "",
      "definition": "",
      "family_code": "EXO",
      "family_name": "EXO",
      "internal_id": "EPS02",
      "source_file": "L03-EXO-RESOURCEENTITL.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-EXO-SAFEGUARDINGAN",
      "atom_name": "Safeguarding and surveillance pressure",
      "atomic_definition": "",
      "definition": "",
      "family_code": "EXO",
      "family_name": "EXO",
      "internal_id": "EPS21",
      "source_file": "L03-EXO-SAFEGUARDINGAN.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-EXO-SERVERPROXIMI",
      "atom_name": "Server and CDN proximity",
      "atomic_definition": "",
      "definition": "",
      "family_code": "EXO",
      "family_name": "EXO",
      "internal_id": "EX08",
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      "_inventory_only": true,
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      "_inventory_only": true,
      "atom_id": "L03-MAC-AUTHORITYTRUST",
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      "weight_estimation": {}
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      "_inventory_only": true,
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      "_inventory_only": true,
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      "_inventory_only": true,
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      "_inventory_only": true,
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      "_inventory_only": true,
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      "_inventory_only": true,
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      "_inventory_only": true,
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      "_inventory_only": true,
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      "_inventory_only": true,
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      "_inventory_only": true,
      "atom_id": "L03-MAC-REGULATORYDA",
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      "_inventory_only": true,
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      "_inventory_only": true,
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      "_inventory_only": true,
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      "_inventory_only": true,
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      "_inventory_only": true,
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      "_inventory_only": true,
      "atom_id": "L03-MML-ATTENTIONCON",
      "atom_name": "Attention Context Constraints",
      "atomic_definition": "Measures environmental distractions affecting sustained attention for different content modalities.",
      "definition": "Measures environmental distractions affecting sustained attention for different content modalities.",
      "family_code": "MML",
      "family_name": "MML",
      "internal_id": "L03-MML-ATTENTIONCON",
      "source_file": "L03-MML-ATTENTIONCON.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-MML-AUDIOENVIRONM",
      "atom_name": "Audio Environment Viability",
      "atomic_definition": "Measures whether the student\u0027s current environment supports audio-based learning (listening to content).",
      "definition": "Measures whether the student\u0027s current environment supports audio-based learning (listening to content).",
      "family_code": "MML",
      "family_name": "MML",
      "internal_id": "L03-MML-AUDIOENVIRONM",
      "source_file": "L03-MML-AUDIOENVIRONM.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-MML-HANDSFREEREQ",
      "atom_name": "Hands-Free Requirement",
      "atomic_definition": "Measures whether the student\u0027s current activity requires hands-free interaction with learning content.",
      "definition": "Measures whether the student\u0027s current activity requires hands-free interaction with learning content.",
      "family_code": "MML",
      "family_name": "MML",
      "internal_id": "L03-MML-HANDSFREEREQ",
      "source_file": "L03-MML-HANDSFREEREQ.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-MML-MESHINGHYPOTHE",
      "atom_name": "Meshing Hypothesis Rejection",
      "atomic_definition": "Evaluates whether the modality assignment logic implicitly or explicitly relies on the scientifically unsupported \u0027meshing hypothesis\u0027 (that matching instructional mode to a preferred learning style improves learning outcomes) as a causal justification for the decision.",
      "definition": "Evaluates whether the modality assignment logic implicitly or explicitly relies on the scientifically unsupported \u0027meshing hypothesis\u0027 (that matching instructional mode to a preferred learning style improves learning outcomes) as a causal justification for the decision.",
      "family_code": "MML",
      "family_name": "MML",
      "internal_id": "MML03",
      "source_file": "L03-MML-MESHINGHYPOTHE.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-MML-MOTIONSTABIL",
      "atom_name": "Motion Stability Context",
      "atomic_definition": "Measures whether the student is stationary or in motion, affecting content consumption modality feasibility.",
      "definition": "Measures whether the student is stationary or in motion, affecting content consumption modality feasibility.",
      "family_code": "MML",
      "family_name": "MML",
      "internal_id": "L03-MML-MOTIONSTABIL",
      "source_file": "L03-MML-MOTIONSTABIL.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-MML-SCREENPRIVAC",
      "atom_name": "Screen Privacy Context",
      "atomic_definition": "Measures whether others can view the student\u0027s screen, affecting content sensitivity and modality choices.",
      "definition": "Measures whether others can view the student\u0027s screen, affecting content sensitivity and modality choices.",
      "family_code": "MML",
      "family_name": "MML",
      "internal_id": "L03-MML-SCREENPRIVAC",
      "source_file": "L03-MML-SCREENPRIVAC.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-MML-SESSIONWINDOW",
      "atom_name": "Available Session Window",
      "atomic_definition": "Measures the estimated time window available for learning in current context, affecting content length and modality selection.",
      "definition": "Measures the estimated time window available for learning in current context, affecting content length and modality selection.",
      "family_code": "MML",
      "family_name": "MML",
      "internal_id": "L03-MML-SESSIONWINDOW",
      "source_file": "L03-MML-SESSIONWINDOW.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-MML-SPEECHVIABIL",
      "atom_name": "Speech Output Viability",
      "atomic_definition": "Measures whether the student can speak aloud in their current environment for voice-based interactions.",
      "definition": "Measures whether the student can speak aloud in their current environment for voice-based interactions.",
      "family_code": "MML",
      "family_name": "MML",
      "internal_id": "L03-MML-SPEECHVIABIL",
      "source_file": "L03-MML-SPEECHVIABIL.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L03-MML-VISUALCONDIT",
      "atom_name": "Visual Display Conditions",
      "atomic_definition": "Measures whether the student\u0027s environment supports visual content consumption effectively.",
      "definition": "Measures whether the student\u0027s environment supports visual content consumption effectively.",
      "family_code": "MML",
      "family_name": "MML",
      "internal_id": "L03-MML-VISUALCONDIT",
      "source_file": "L03-MML-VISUALCONDIT.json",
      "weight_estimation": {}
    }
  ],
  "compounds": [
    {
      "_inventory_only": true,
      "calls_elements": [
        "E-L03-CHR-BUNDLE",
        "E-L03-EPR-HUMAN-BUNDLE",
        "E-L03-EPR-TECH-BUNDLE",
        "E-L03-EXO-BUNDLE",
        "E-L03-MAC-BUNDLE",
        "E-L03-MES-BUNDLE",
        "E-L03-MIC-BUNDLE",
        "E-L03-MML-BUNDLE"
      ],
      "compound_id": "CP-CLEA",
      "compound_name": "Contextual Learning Environment Agent Master Compound",
      "definition": "",
      "execution_steps": [],
      "implements_construct": "K-CLEA",
      "inputs": {},
      "key_atoms": [],
      "outputs": {},
      "purpose": ""
    }
  ],
  "constructs": [
    {
      "_inventory_only": true,
      "compounds_managed": [],
      "construct_id": "K-CLEA",
      "construct_name": "Contextual Learning Environment Agent Master Construct",
      "definition": "",
      "purpose": "",
      "validation_rules": {}
    }
  ],
  "elements": [
    {
      "_inventory_only": true,
      "aggregation_method": {
        "hard_gate_detection": {
          "hard_gate_atoms": [],
          "note": "Chronosystem has no hard gates - temporal disruption assessed cumulatively"
        },
        "high_risk_threshold": 60,
        "recovery_modifiers": [
          "recovery_window"
        ],
        "risk_factors": [
          "transition_load",
          "disruption_accumulation",
          "participation_decay"
        ],
        "stability_detection": "Low transition load + high recovery = stable",
        "strategy": "cumulative_risk_weighted"
      },
      "atom_ids": [
        "L03-CHR-CREDENTIALHORI",
        "L03-CHR-DEVICEOBSOLE",
        "L03-CHR-DISRUPTIONACCU",
        "L03-CHR-INFRAIMPROVE",
        "L03-CHR-PARTICIPATIOND",
        "L03-CHR-PLATFORMUPDA",
        "L03-CHR-RECOVERYWINDOW",
        "L03-CHR-REENTRYFRICTIO",
        "L03-CHR-SEASONALCONN",
        "L03-CHR-TECHNOLOGYCHUR",
        "L03-CHR-TRANSITIONLOAD"
      ],
      "element_id": "E-L03-CHR-BUNDLE",
      "element_name": "Chronosystem Stability Bundle",
      "family_code": "CHR",
      "family_name": "CHR",
      "output_contract": {
        "format": {
          "evidence_type": "chronosystem_evidence",
          "failed_hard_gates": "always empty array - chronosystem has no hard gates",
          "hard_gate_status": "PASS - temporal context uses protective pauses not hard blocks",
          "recovery_status": "current recovery capacity assessment",
          "scores": "object mapping atom_id to score",
          "stability_score": "number 0-99",
          "transition_risks": "array of active transition concerns"
        },
        "returns_to": "Calling Compound"
      },
      "purpose": "Active Element that manages atoms measuring temporal patterns, transitions, and life course changes affecting learning."
    },
    {
      "_inventory_only": true,
      "aggregation_method": {
        "category_weights": {
          "cross_context_coherence": 1.0,
          "cultural_equity": 1.5,
          "emotional_psychological": 1.3,
          "privacy_autonomy": 1.0,
          "social_support": 1.1,
          "temporal_stability": 1.2,
          "time_attention": 1.0
        },
        "challenge_detection": "Any category score below 40 flags for adaptation",
        "personality_modulation": "Apply personality_state_modifiers to adjust weights",
        "strategy": "weighted_category_mean",
        "strength_detection": "Any category score above 70 flags as leverage opportunity"
      },
      "atom_ids": [
        "L03-MIC-EMOTIONALSAFET",
        "L03-MIC-CAREGIVERAVAIL",
        "L03-MIC-ATTENTIONAVAIL",
        "L03-MIC-TIMEAVAILABILI",
        "L03-MIC-PRIVACYADEQUAC",
        "L03-MIC-LANGUAGEACCESS",
        "L03-MIC-BELONGINGANCHO",
        "L03-MIC-PEERPARTICIPAT",
        "L03-MIC-TEACHERRELATIO",
        "L03-MIC-HEALTHFUNCTION",
        "L03-MES-EXPECTATIONCOH",
        "L03-MES-IDENTITYCONTIN",
        "L03-MES-HOMESCHOOLCOMM",
        "L03-MES-ROUTINESCHEDUL",
        "L03-MAC-CULTURALVALUAT",
        "L03-MAC-KNOWLEDGELEGIT",
        "L03-MAC-STRUCTURALINEQ",
        "L03-MAC-GENDEREDPARTIC",
        "L03-CHR-TRANSITIONLOAD",
        "L03-CHR-RECOVERYWINDOW",
        "L03-CHR-DISRUPTIONACCU"
      ],
      "element_id": "E-L03-EPR-HUMAN-BUNDLE",
      "element_name": "Human Participation Readiness Bundle",
      "family_code": "EPR",
      "family_name": "EPR",
      "output_contract": {
        "format": {
          "adaptation_plan": "array of recommended adaptations by priority",
          "aggregate_score": "number 0-99",
          "band": "ROBUST | FRAGILE | BLOCKED",
          "category_scores": {
            "example": {
              "cultural_equity": {
                "adaptations": [
                  "Culturally responsive content",
                  "Equity review"
                ],
                "score": 38,
                "status": "CHALLENGED"
              },
              "emotional_psychological": {
                "adaptations": [],
                "score": 72,
                "status": "SUPPORTED"
              }
            },
            "structure": "object mapping category to { score, status, adaptation_recommendations }"
          },
          "challenged_categories": "array of categories below threshold",
          "evidence_type": "human_readiness_evidence",
          "human_support_needed": "boolean - true if HUMAN_VULNERABLE",
          "overall_status": "HUMAN_THRIVING | HUMAN_SUPPORTED | HUMAN_CHALLENGED | HUMAN_VULNERABLE",
          "strength_categories": "array of categories above threshold"
        },
        "returns_to": "Calling Compound"
      },
      "purpose": "Active Element that aggregates human contextual factor atoms across all EST levels to determine human participation readiness. No hard gates - always adaptation-oriented."
    },
    {
      "_inventory_only": true,
      "aggregation_method": {
        "gate_evaluation": {
          "any_below_threshold": "TECH_BLOCKED",
          "threshold": 0.4
        },
        "post_gate_aggregation": {
          "method": "weighted_minimum",
          "weights": {
            "L03-EXO-CONNECTIVITYSU": 1.0,
            "L03-EXO-NETWORKPERFORM": 0.9,
            "L03-EXO-PLATFORMUPTIME": 1.0,
            "L03-MIC-DEVICEUSABILIT": 1.0,
            "L03-MIC-POWERCONTINUIT": 1.0
          }
        },
        "strategy": "binary_gated_minimum"
      },
      "atom_ids": [
        "L03-MIC-DEVICEUSABILIT",
        "L03-MIC-POWERCONTINUIT",
        "L03-EXO-CONNECTIVITYSU",
        "L03-EXO-NETWORKPERFORM",
        "L03-EXO-PLATFORMUPTIME",
        "L03-MIC-DEVICECAPABIL",
        "L03-MIC-INPUTCAPABILI",
        "L03-MIC-OUTPUTCAPABIL",
        "L03-MIC-BROWSERAPPCA",
        "L03-MIC-CAMERAMICROPH",
        "L03-MIC-OFFLINEVIABIL",
        "L03-EXO-BANDWIDTHTIER",
        "L03-EXO-SERVERPROXIMI",
        "L03-EXO-POWERGRIDREL",
        "L03-EXO-MOBILECOVERAG",
        "L03-MES-CROSSDEVICE",
        "L03-MES-PROGRESSSYNC",
        "L03-MES-FORMATCOMPAT",
        "L03-MES-AUTHENTICATIO",
        "L03-MAC-DIGITALDIVID",
        "L03-MAC-PLATFORMLANG",
        "L03-MAC-CONTENTLANG",
        "L03-MAC-REGULATORYDA",
        "L03-CHR-DEVICEOBSOLE",
        "L03-CHR-PLATFORMUPDA",
        "L03-CHR-INFRAIMPROVE",
        "L03-CHR-SEASONALCONN"
      ],
      "element_id": "E-L03-EPR-TECH-BUNDLE",
      "element_name": "Technology Participation Readiness Bundle",
      "family_code": "EPR",
      "family_name": "EPR",
      "output_contract": {
        "format": {
          "aggregate_score": "number 0-99 (only meaningful if no failures)",
          "band": "ROBUST | FRAGILE | BLOCKED",
          "blocking_reason": "string describing why participation is blocked (if applicable)",
          "evidence_type": "tech_readiness_evidence",
          "failed_gate_count": "number",
          "failed_gates": "array of atom_ids with FAIL status",
          "gate_results": {
            "example": {
              "L03-EXO-CONNECTIVITYSU": {
                "failure_reason": "No connection - cannot access platform",
                "score": 32,
                "status": "FAIL"
              },
              "L03-MIC-DEVICEUSABILIT": {
                "score": 85,
                "status": "PASS"
              }
            },
            "structure": "object mapping atom_id to { score, status: PASS|FAIL, failure_reason }"
          },
          "overall_status": "TECH_READY | TECH_DEGRADED | TECH_BLOCKED"
        },
        "returns_to": "Calling Compound"
      },
      "purpose": "Active Element that aggregates technology hard gate atoms across Microsystem and Exosystem levels to determine technology participation readiness."
    },
    {
      "_inventory_only": true,
      "aggregation_method": {
        "barrier_detection": "Any critical factor below 30 blocks enablement",
        "critical_factors": [
          "institutional_access",
          "connectivity",
          "platform_uptime"
        ],
        "gate_threshold": 30,
        "hard_gate_detection": {
          "gate_threshold": 0.4,
          "hard_gate_atoms": [
            "L03-EXO-CONNECTIVITYSU",
            "L03-EXO-NETWORKPERFORM",
            "L03-EXO-PLATFORMUPTIME"
          ],
          "rule": "Any hard gate atom with score \u003c 0.40 is a failed hard gate"
        },
        "strategy": "critical_factor_gated_mean",
        "strength_detection": "Any atom score above 80 flags as robust enabler"
      },
      "atom_ids": [
        "L03-EXO-ADMINISTRATIVE",
        "L03-EXO-ASSESSMENTPOLI",
        "L03-EXO-ASSESSMENTRECO",
        "L03-EXO-BANDWIDTHTIER",
        "L03-EXO-CAREGIVEREMPLO",
        "L03-EXO-CONNECTIVITYSU",
        "L03-EXO-DATAAFFORDABIL",
        "L03-EXO-DISRUPTIONEXPO",
        "L03-EXO-FUNDINGANDCOST",
        "L03-EXO-INSTITUTIONALA",
        "L03-EXO-INSTITUTIONALF",
        "L03-EXO-INSTITUTIONALR",
        "L03-EXO-INSTITUTIONALS",
        "L03-EXO-LEARNINGRESOUR",
        "L03-EXO-MOBILECOVERAG",
        "L03-EXO-NETWORKPERFORM",
        "L03-EXO-PLATFORMGOVERN",
        "L03-EXO-PLATFORMINTERO",
        "L03-EXO-PLATFORMUPTIME",
        "L03-EXO-POWERGRIDREL",
        "L03-EXO-RESOURCEAVAILA",
        "L03-EXO-RESOURCEENTITL",
        "L03-EXO-SAFEGUARDINGAN",
        "L03-EXO-SERVERPROXIMI",
        "L03-EXO-SYSTEMVISIBILI",
        "L03-EXO-TECHNICALSUPPO"
      ],
      "element_id": "E-L03-EXO-BUNDLE",
      "element_name": "Exosystem Enablement Bundle",
      "family_code": "EXO",
      "family_name": "EXO",
      "output_contract": {
        "format": {
          "critical_barriers": "array of blocking factors",
          "enablement_score": "number 0-99",
          "enablers": "array of robust support factors",
          "evidence_type": "exosystem_evidence",
          "failed_hard_gates": "array of hard gate atom_ids with score \u003c 0.40",
          "hard_gate_status": "PASS if failed_hard_gates.length == 0, FAIL otherwise",
          "scores": "object mapping atom_id to score"
        },
        "returns_to": "Calling Compound"
      },
      "purpose": "Active Element that manages atoms measuring institutional, platform, and infrastructure support affecting the student indirectly."
    },
    {
      "_inventory_only": true,
      "aggregation_method": {
        "barrier_detection": "Equity factors below 50 trigger equity flag",
        "cultural_strength_detection": "Cultural valuation above 70 is leverageable asset",
        "equity_amplification": 1.5,
        "equity_factors": [
          "structural_inequality",
          "gendered_participation",
          "socioeconomic_positioning"
        ],
        "hard_gate_detection": {
          "hard_gate_atoms": [],
          "note": "Macrosystem has no hard gates - structural barriers addressed through equity adjustments"
        },
        "strategy": "equity_sensitive_aggregation"
      },
      "atom_ids": [
        "L03-MAC-AUTHORITYTRUST",
        "L03-MAC-CONTENTLANG",
        "L03-MAC-CREDENTIALLEGI",
        "L03-MAC-CULTURALVALUAT",
        "L03-MAC-DIGITALDIVID",
        "L03-MAC-DIGITALPARTICI",
        "L03-MAC-GENDEREDPARTIC",
        "L03-MAC-INFRATRENDS",
        "L03-MAC-KNOWLEDGELEGIT",
        "L03-MAC-PLATFORMLANG",
        "L03-MAC-REGULATORYDA",
        "L03-MAC-SOCIOECONOMICP",
        "L03-MAC-STRUCTURALINEQ",
        "L03-MAC-SURVEILLANCENO"
      ],
      "element_id": "E-L03-MAC-BUNDLE",
      "element_name": "Macrosystem Alignment Bundle",
      "family_code": "MAC",
      "family_name": "MAC",
      "output_contract": {
        "format": {
          "alignment_score": "number 0-99",
          "cultural_assets": "array of cultural strengths",
          "equity_flags": "array of equity concerns",
          "evidence_type": "macrosystem_evidence",
          "failed_hard_gates": "always empty array - macrosystem has no hard gates",
          "hard_gate_status": "PASS - macrosystem uses equity adjustments not hard blocks",
          "scores": "object mapping atom_id to score"
        },
        "returns_to": "Calling Compound"
      },
      "purpose": "Active Element that manages atoms measuring cultural, societal, and ideological factors affecting learning participation."
    },
    {
      "_inventory_only": true,
      "aggregation_method": {
        "disconnect_detection": "Any atom score below 50 flags as disconnect",
        "hard_gate_detection": {
          "hard_gate_atoms": [],
          "note": "Mesosystem has no hard gates - coherence is aggregated across contexts"
        },
        "strategy": "coherence_weighted_mean",
        "strength_detection": "Any atom score above 70 flags as strong connection",
        "weights": {
          "expectation_coherence": 1.3,
          "home_school_communication": 1.2,
          "routine_scheduling": 1.1
        }
      },
      "atom_ids": [
        "L03-MES-ASSESSMENTCONT",
        "L03-MES-AUTHENTICATIO",
        "L03-MES-CROSSCONTEXTFE",
        "L03-MES-CROSSDEVICE",
        "L03-MES-EXPECTATIONCOH",
        "L03-MES-FORMATCOMPAT",
        "L03-MES-HOMEPLATFORMCO",
        "L03-MES-HOMESCHOOLCOMM",
        "L03-MES-IDENTITYCONTIN",
        "L03-MES-LEARNINGLEGITI",
        "L03-MES-PEERINSTITUTIO",
        "L03-MES-PROGRESSSYNC",
        "L03-MES-RESPONSIBILITY",
        "L03-MES-ROUTINESCHEDUL",
        "L03-MES-SCHOOLPLATFORM",
        "L03-MES-SUPPORTPATHWAY"
      ],
      "element_id": "E-L03-MES-BUNDLE",
      "element_name": "Mesosystem Coherence Bundle",
      "family_code": "MES",
      "family_name": "MES",
      "output_contract": {
        "format": {
          "coherence_score": "number 0-99",
          "disconnects": "array of weak cross-context links",
          "evidence_type": "mesosystem_evidence",
          "failed_hard_gates": "always empty array - mesosystem has no hard gates",
          "hard_gate_status": "PASS - mesosystem coherence cannot hard-block",
          "scores": "object mapping atom_id to score",
          "strong_connections": "array of robust links"
        },
        "returns_to": "Calling Compound"
      },
      "purpose": "Active Element that manages atoms measuring coordination and coherence across student\u0027s immediate contexts."
    },
    {
      "_inventory_only": true,
      "aggregation_method": {
        "barrier_detection": "Any atom score below 40 flags as barrier",
        "hard_gate_detection": {
          "gate_threshold": 0.4,
          "hard_gate_atoms": [
            "L03-MIC-DEVICEUSABILIT",
            "L03-MIC-POWERCONTINUIT",
            "L03-MIC-PRIVACYADEQUAC",
            "L03-MIC-LANGUAGEACCESS"
          ],
          "rule": "Any hard gate atom with score \u003c 0.40 is a failed hard gate"
        },
        "strategy": "weighted_minimum_with_mean",
        "strength_detection": "Any atom score above 70 flags as strength",
        "weights": {
          "device_usability": 1.2,
          "emotional_safety": 1.3,
          "time_availability": 1.1
        }
      },
      "atom_ids": [
        "L03-MIC-ADULTPERMISSIO",
        "L03-MIC-ATTENTIONAVAIL",
        "L03-MIC-AUTHENTICATION",
        "L03-MIC-BELONGINGANCHO",
        "L03-MIC-BROWSERAPPCA",
        "L03-MIC-CAMERAMICROPH",
        "L03-MIC-CAREGIVERAVAIL",
        "L03-MIC-DEVICECAPABIL",
        "L03-MIC-DEVICEEXCLUSIV",
        "L03-MIC-DEVICESECURITY",
        "L03-MIC-DEVICEUSABILIT",
        "L03-MIC-DIGITALLITERAC",
        "L03-MIC-EMOTIONALSAFET",
        "L03-MIC-HEALTHFUNCTION",
        "L03-MIC-IMMEDIATEFEEDB",
        "L03-MIC-INPUTCAPABILI",
        "L03-MIC-LANGUAGEACCESS",
        "L03-MIC-LEARNINGSPACEA",
        "L03-MIC-NOISEANDINTERR",
        "L03-MIC-OFFLINEVIABIL",
        "L03-MIC-OUTPUTCAPABIL",
        "L03-MIC-PEERPARTICIPAT",
        "L03-MIC-POWERCONTINUIT",
        "L03-MIC-PRIVACYADEQUAC",
        "L03-MIC-ROUTINEPREDICT",
        "L03-MIC-TEACHERRELATIO",
        "L03-MIC-TIMEAVAILABILI"
      ],
      "element_id": "E-L03-MIC-BUNDLE",
      "element_name": "Microsystem Evidence Bundle",
      "family_code": "MIC",
      "family_name": "MIC",
      "output_contract": {
        "format": {
          "aggregated_score": "number 0-99",
          "barriers": "array of atom_ids below threshold",
          "evidence_type": "microsystem_evidence",
          "failed_hard_gates": "array of hard gate atom_ids with score \u003c 0.40",
          "hard_gate_status": "PASS if failed_hard_gates.length == 0, FAIL otherwise",
          "scores": "object mapping atom_id to score",
          "strengths": "array of atom_ids above threshold"
        },
        "returns_to": "Calling Compound"
      },
      "purpose": "Active Element that manages atoms measuring student\u0027s immediate environment - device, space, time, social support, and emotional safety."
    },
    {
      "_inventory_only": true,
      "aggregation_method": {
        "ecological_constraints": {
          "audio_viability": "AUDIOENVIRONM + SPEECHVIABIL \u2192 audio modality feasibility",
          "interaction_viability": "HANDSFREEREQ + MOTIONSTABIL \u2192 interactive modality feasibility",
          "session_constraints": "SESSIONWINDOW + ATTENTIONCON \u2192 content length constraints",
          "visual_viability": "VISUALCONDIT + SCREENPRIVAC + MOTIONSTABIL \u2192 visual modality feasibility"
        },
        "hard_gate_detection": {
          "hard_gate_atoms": [],
          "inherited_hard_gates": [
            "L03-MIC-DEVICEUSABILIT",
            "L03-EXO-CONNECTIVITYSU",
            "L03-EXO-NETWORKPERFORM"
          ],
          "note": "MML inherits hard gate status from MIC and EXO bundles"
        },
        "merge_rule": "Intersection - modality must pass BOTH ecological AND technology constraints",
        "strategy": "dual_constraint_intersection",
        "technology_constraints": "Inherited from EPR-TECH-BUNDLE"
      },
      "atom_ids": [
        "L03-MML-AUDIOENVIRONM",
        "L03-MML-SPEECHVIABIL",
        "L03-MML-VISUALCONDIT",
        "L03-MML-HANDSFREEREQ",
        "L03-MML-MOTIONSTABIL",
        "L03-MML-ATTENTIONCON",
        "L03-MML-SCREENPRIVAC",
        "L03-MML-SESSIONWINDOW",
        "L03-MML-MESHINGHYPOTHE"
      ],
      "element_id": "E-L03-MML-BUNDLE",
      "element_name": "Multimodal Context Bundle",
      "family_code": "MML",
      "family_name": "MML",
      "output_contract": {
        "format": {
          "evidence_type": "multimodal_evidence",
          "failed_hard_gates": "inherited from MIC and EXO bundles - affects modality feasibility",
          "feasible_modalities": "array of supported modalities",
          "hard_gate_status": "Inherited - if MIC/EXO hard gates fail, modality options are constrained",
          "modality_constraints": "object of hard limits",
          "preferred_modalities": "ordered array by preference",
          "scores": "object mapping atom_id to score"
        },
        "returns_to": "Calling Compound"
      },
      "purpose": "Active Element that manages atoms measuring contextual constraints and preferences affecting modality selection."
    }
  ],
  "metadata": {
    "agent": "clea",
    "generated_at": "",
    "generator": "CLEA Operator Inference v3",
    "layer": "L03",
    "synced_at": "2026-04-11T17:56:32.007343+00:00"
  },
  "summary": {
    "compounds": 1,
    "constructs": 1,
    "duplicates_resolved": 0,
    "total_atoms": 103,
    "total_elements": 8,
    "validation_passed": true
  },
  "validation": {
    "family_coverage": {
      "CHR": [
        "CP-CLEA"
      ],
      "EXO": [
        "CP-CLEA"
      ],
      "MAC": [
        "CP-CLEA"
      ],
      "MES": [
        "CP-CLEA"
      ],
      "MIC": [
        "CP-CLEA"
      ],
      "MML": [
        "CP-CLEA"
      ]
    },
    "issues": [],
    "passed": true
  }
}