CSA L02

Synced: 2026-04-11T17:56:32
42
Atoms
11
Elements
0
Constructs
0
Compounds
0
Dupes Resolved
Validated
CP-CSA — Content Sequencing Agent Master Compound implements K-CSA
Purpose:
Execution Steps:
E-L02-DSC-LICENSE — DSC 15 atoms
L02-DSC-CHAUTHORITY — Channel Educational Authority
L02-DSC-DESCMATCH — Video Description Topic Match
L02-DSC-DURFIT — Duration Target Fit
L02-DSC-EDUCAT — Educational Category Alignment
L02-DSC-LICPERMIT — License Permissiveness
L02-DSC-OERGRADE — OER Grade Level Alignment
L02-DSC-OERPEER — OER Peer Review Status
L02-DSC-OERSTANDARD — OER Standards Alignment
L02-DSC-OERTOPIC — OER Topic Match
L02-DSC-PREREQINCL — Prerequisite Context Inclusion
L02-DSC-SENTBOUND — Sentence Boundary Precision
L02-DSC-TITLEMATCH — Video Title Topic Match
L02-DSC-TOPICDRIFT — Topic Drift Detection
L02-DSC-TRANSCAVAIL — Transcript Availability
L02-DSC-USECOMPAT — Use License Compatibility
E-L02-DSC-OER — DSC 15 atoms
L02-DSC-CHAUTHORITY — Channel Educational Authority
L02-DSC-DESCMATCH — Video Description Topic Match
L02-DSC-DURFIT — Duration Target Fit
L02-DSC-EDUCAT — Educational Category Alignment
L02-DSC-LICPERMIT — License Permissiveness
L02-DSC-OERGRADE — OER Grade Level Alignment
L02-DSC-OERPEER — OER Peer Review Status
L02-DSC-OERSTANDARD — OER Standards Alignment
L02-DSC-OERTOPIC — OER Topic Match
L02-DSC-PREREQINCL — Prerequisite Context Inclusion
L02-DSC-SENTBOUND — Sentence Boundary Precision
L02-DSC-TITLEMATCH — Video Title Topic Match
L02-DSC-TOPICDRIFT — Topic Drift Detection
L02-DSC-TRANSCAVAIL — Transcript Availability
L02-DSC-USECOMPAT — Use License Compatibility
E-L02-DSC-SEGMENT — DSC 15 atoms
L02-DSC-CHAUTHORITY — Channel Educational Authority
L02-DSC-DESCMATCH — Video Description Topic Match
L02-DSC-DURFIT — Duration Target Fit
L02-DSC-EDUCAT — Educational Category Alignment
L02-DSC-LICPERMIT — License Permissiveness
L02-DSC-OERGRADE — OER Grade Level Alignment
L02-DSC-OERPEER — OER Peer Review Status
L02-DSC-OERSTANDARD — OER Standards Alignment
L02-DSC-OERTOPIC — OER Topic Match
L02-DSC-PREREQINCL — Prerequisite Context Inclusion
L02-DSC-SENTBOUND — Sentence Boundary Precision
L02-DSC-TITLEMATCH — Video Title Topic Match
L02-DSC-TOPICDRIFT — Topic Drift Detection
L02-DSC-TRANSCAVAIL — Transcript Availability
L02-DSC-USECOMPAT — Use License Compatibility
E-L02-DSC-YOUTUBE — DSC 15 atoms
L02-DSC-CHAUTHORITY — Channel Educational Authority
L02-DSC-DESCMATCH — Video Description Topic Match
L02-DSC-DURFIT — Duration Target Fit
L02-DSC-EDUCAT — Educational Category Alignment
L02-DSC-LICPERMIT — License Permissiveness
L02-DSC-OERGRADE — OER Grade Level Alignment
L02-DSC-OERPEER — OER Peer Review Status
L02-DSC-OERSTANDARD — OER Standards Alignment
L02-DSC-OERTOPIC — OER Topic Match
L02-DSC-PREREQINCL — Prerequisite Context Inclusion
L02-DSC-SENTBOUND — Sentence Boundary Precision
L02-DSC-TITLEMATCH — Video Title Topic Match
L02-DSC-TOPICDRIFT — Topic Drift Detection
L02-DSC-TRANSCAVAIL — Transcript Availability
L02-DSC-USECOMPAT — Use License Compatibility
All Checks Passed
1/28
Families w/ Compounds
27
Orphaned Families
42
Total Atoms on Disk
Family Coverage
Family Atoms Used by Compounds Status
CI1 0 orphaned — no compound references this family ORPHANED
CI2 0 orphaned — no compound references this family ORPHANED
CI3 0 orphaned — no compound references this family ORPHANED
CI4 0 orphaned — no compound references this family ORPHANED
CI5 0 orphaned — no compound references this family ORPHANED
CNT 0 orphaned — no compound references this family ORPHANED
CS1 0 orphaned — no compound references this family ORPHANED
CS2 0 orphaned — no compound references this family ORPHANED
CS3 0 orphaned — no compound references this family ORPHANED
CS4 0 orphaned — no compound references this family ORPHANED
CS5 0 orphaned — no compound references this family ORPHANED
DSC 0 CP-CSA COVERED
MD1 0 orphaned — no compound references this family ORPHANED
MD2 0 orphaned — no compound references this family ORPHANED
MD3 0 orphaned — no compound references this family ORPHANED
MD4 0 orphaned — no compound references this family ORPHANED
MD5 0 orphaned — no compound references this family ORPHANED
MML 0 orphaned — no compound references this family ORPHANED
PF1 0 orphaned — no compound references this family ORPHANED
PF2 0 orphaned — no compound references this family ORPHANED
PF3 0 orphaned — no compound references this family ORPHANED
PF4 0 orphaned — no compound references this family ORPHANED
PF5 0 orphaned — no compound references this family ORPHANED
SQ1 0 orphaned — no compound references this family ORPHANED
SQ2 0 orphaned — no compound references this family ORPHANED
SQ3 0 orphaned — no compound references this family ORPHANED
SQ4 0 orphaned — no compound references this family ORPHANED
SQ5 0 orphaned — no compound references this family ORPHANED
Element Details
E-L02-CI-BUNDLE 5 atoms
CI
E-L02-CNT-BUNDLE 2 atoms
CNT
E-L02-CS-BUNDLE 5 atoms
CS
E-L02-DSC-LICENSE 15 atoms
DSC
E-L02-DSC-OER 15 atoms
DSC
E-L02-DSC-SEGMENT 15 atoms
DSC
E-L02-DSC-YOUTUBE 15 atoms
DSC
E-L02-MD-BUNDLE 5 atoms
MD
E-L02-MML-BUNDLE 1 atoms
MML
E-L02-PF-BUNDLE 5 atoms
PF
E-L02-SQ-BUNDLE 5 atoms
SQ
{
  "atoms": [
    {
      "_inventory_only": true,
      "atom_id": "L02-CI1-VERS-ALIGN",
      "atom_name": "Conceptual Version Alignment",
      "atomic_definition": "",
      "definition": "",
      "family_code": "CI1",
      "family_name": "CI1",
      "internal_id": "L02-CI1-VERS-ALIGN",
      "source_file": "L02-CI1-VERS-ALIGN.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-CI2-TERM-CONS",
      "atom_name": "Terminology Consistency",
      "atomic_definition": "",
      "definition": "",
      "family_code": "CI2",
      "family_name": "CI2",
      "internal_id": "L02-CI2-TERM-CONS",
      "source_file": "L02-CI2-TERM-CONS.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-CI3-EXAM-APPR",
      "atom_name": "Example Appropriateness \u0026 Bias Check",
      "atomic_definition": "",
      "definition": "",
      "family_code": "CI3",
      "family_name": "CI3",
      "internal_id": "L02-CI3-EXAM-APPR",
      "source_file": "L02-CI3-EXAM-APPR.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-CI4-XREF-VALID",
      "atom_name": "Cross-Reference Validity",
      "atomic_definition": "",
      "definition": "",
      "family_code": "CI4",
      "family_name": "CI4",
      "internal_id": "L02-CI4-XREF-VALID",
      "source_file": "L02-CI4-XREF-VALID.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-CI5-COMP-SCAFF",
      "atom_name": "Competency Scaffolding Alignment",
      "atomic_definition": "",
      "definition": "",
      "family_code": "CI5",
      "family_name": "CI5",
      "internal_id": "L02-CI5-COMP-SCAFF",
      "source_file": "L02-CI5-COMP-SCAFF.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-CNT-BI-COURSE-001",
      "atom_name": "Business Intelligence Course Content Specification",
      "atomic_definition": "",
      "definition": "",
      "family_code": "CNT",
      "family_name": "CNT",
      "internal_id": "L02-CNT-BI-COURSE-001",
      "source_file": "L02-CNT-BI-COURSE-001.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-CS1-REGU-COMP",
      "atom_name": "Regulatory Compliance",
      "atomic_definition": "",
      "definition": "",
      "family_code": "CS1",
      "family_name": "CS1",
      "internal_id": "L02-CS1-REGU-COMP",
      "source_file": "L02-CS1-REGU-COMP.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-CS2-DATA-PRIV",
      "atom_name": "Data Privacy Alignment",
      "atomic_definition": "",
      "definition": "",
      "family_code": "CS2",
      "family_name": "CS2",
      "internal_id": "L02-CS2-DATA-PRIV",
      "source_file": "L02-CS2-DATA-PRIV.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-CS3-TIME-BUDE",
      "atom_name": "Instructional Time Budget",
      "atomic_definition": "",
      "definition": "",
      "family_code": "CS3",
      "family_name": "CS3",
      "internal_id": "L02-CS3-TIME-BUDE",
      "source_file": "L02-CS3-TIME-BUDE.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-CS4-PRERE-SKIL",
      "atom_name": "Prerequisite Skill Validation",
      "atomic_definition": "",
      "definition": "",
      "family_code": "CS4",
      "family_name": "CS4",
      "internal_id": "L02-CS4-PRERE-SKIL",
      "source_file": "L02-CS4-PRERE-SKIL.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-CS5-ACCESS-COMPL",
      "atom_name": "Accessibility Compliance Standards",
      "atomic_definition": "",
      "definition": "",
      "family_code": "CS5",
      "family_name": "CS5",
      "internal_id": "L02-CS5-ACCESS-COMPL",
      "source_file": "L02-CS5-ACCESS-COMPL.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-DSC-CHAUTHORITY",
      "atom_name": "Channel Educational Authority",
      "atomic_definition": "",
      "definition": "",
      "family_code": "DSC",
      "family_name": "DSC",
      "internal_id": "L02-DSC-CHAUTHORITY",
      "source_file": "L02-DSC-CHAUTHORITY.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-DSC-DESCMATCH",
      "atom_name": "Video Description Topic Match",
      "atomic_definition": "",
      "definition": "",
      "family_code": "DSC",
      "family_name": "DSC",
      "internal_id": "L02-DSC-DESCMATCH",
      "source_file": "L02-DSC-DESCMATCH.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-DSC-DURFIT",
      "atom_name": "Duration Target Fit",
      "atomic_definition": "",
      "definition": "",
      "family_code": "DSC",
      "family_name": "DSC",
      "internal_id": "L02-DSC-DURFIT",
      "source_file": "L02-DSC-DURFIT.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-DSC-EDUCAT",
      "atom_name": "Educational Category Alignment",
      "atomic_definition": "",
      "definition": "",
      "family_code": "DSC",
      "family_name": "DSC",
      "internal_id": "L02-DSC-EDUCAT",
      "source_file": "L02-DSC-EDUCAT.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-DSC-LICPERMIT",
      "atom_name": "License Permissiveness",
      "atomic_definition": "",
      "definition": "",
      "family_code": "DSC",
      "family_name": "DSC",
      "internal_id": "L02-DSC-LICPERMIT",
      "source_file": "L02-DSC-LICPERMIT.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-DSC-OERGRADE",
      "atom_name": "OER Grade Level Alignment",
      "atomic_definition": "",
      "definition": "",
      "family_code": "DSC",
      "family_name": "DSC",
      "internal_id": "L02-DSC-OERGRADE",
      "source_file": "L02-DSC-OERGRADE.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-DSC-OERPEER",
      "atom_name": "OER Peer Review Status",
      "atomic_definition": "",
      "definition": "",
      "family_code": "DSC",
      "family_name": "DSC",
      "internal_id": "L02-DSC-OERPEER",
      "source_file": "L02-DSC-OERPEER.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-DSC-OERSTANDARD",
      "atom_name": "OER Standards Alignment",
      "atomic_definition": "",
      "definition": "",
      "family_code": "DSC",
      "family_name": "DSC",
      "internal_id": "L02-DSC-OERSTANDARD",
      "source_file": "L02-DSC-OERSTANDARD.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-DSC-OERTOPIC",
      "atom_name": "OER Topic Match",
      "atomic_definition": "",
      "definition": "",
      "family_code": "DSC",
      "family_name": "DSC",
      "internal_id": "L02-DSC-OERTOPIC",
      "source_file": "L02-DSC-OERTOPIC.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-DSC-PREREQINCL",
      "atom_name": "Prerequisite Context Inclusion",
      "atomic_definition": "",
      "definition": "",
      "family_code": "DSC",
      "family_name": "DSC",
      "internal_id": "L02-DSC-PREREQINCL",
      "source_file": "L02-DSC-PREREQINCL.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-DSC-SENTBOUND",
      "atom_name": "Sentence Boundary Precision",
      "atomic_definition": "",
      "definition": "",
      "family_code": "DSC",
      "family_name": "DSC",
      "internal_id": "L02-DSC-SENTBOUND",
      "source_file": "L02-DSC-SENTBOUND.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-DSC-TITLEMATCH",
      "atom_name": "Video Title Topic Match",
      "atomic_definition": "",
      "definition": "",
      "family_code": "DSC",
      "family_name": "DSC",
      "internal_id": "L02-DSC-TITLEMATCH",
      "source_file": "L02-DSC-TITLEMATCH.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-DSC-TOPICDRIFT",
      "atom_name": "Topic Drift Detection",
      "atomic_definition": "",
      "definition": "",
      "family_code": "DSC",
      "family_name": "DSC",
      "internal_id": "L02-DSC-TOPICDRIFT",
      "source_file": "L02-DSC-TOPICDRIFT.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-DSC-TRANSCAVAIL",
      "atom_name": "Transcript Availability",
      "atomic_definition": "",
      "definition": "",
      "family_code": "DSC",
      "family_name": "DSC",
      "internal_id": "L02-DSC-TRANSCAVAIL",
      "source_file": "L02-DSC-TRANSCAVAIL.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-DSC-USECOMPAT",
      "atom_name": "Use License Compatibility",
      "atomic_definition": "",
      "definition": "",
      "family_code": "DSC",
      "family_name": "DSC",
      "internal_id": "L02-DSC-USECOMPAT",
      "source_file": "L02-DSC-USECOMPAT.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-MD1-CONTE-MOD-FIT",
      "atom_name": "Content-Modality Fitness",
      "atomic_definition": "",
      "definition": "",
      "family_code": "MD1",
      "family_name": "MD1",
      "internal_id": "L02-MD1-CONTE-MOD-FIT",
      "source_file": "L02-MD1-CONTE-MOD-FIT.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-MD2-DEVI-CAP",
      "atom_name": "Student Device Capability Check",
      "atomic_definition": "",
      "definition": "",
      "family_code": "MD2",
      "family_name": "MD2",
      "internal_id": "L02-MD2-DEVI-CAP",
      "source_file": "L02-MD2-DEVI-CAP.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-MD3-ACCESS-FORM",
      "atom_name": "Accessibility Format Compliance",
      "atomic_definition": "",
      "definition": "",
      "family_code": "MD3",
      "family_name": "MD3",
      "internal_id": "L02-MD3-ACCESS-FORM",
      "source_file": "L02-MD3-ACCESS-FORM.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-MD4-BITRATE-EFF",
      "atom_name": "Format Bandwidth Efficiency",
      "atomic_definition": "",
      "definition": "",
      "family_code": "MD4",
      "family_name": "MD4",
      "internal_id": "L02-MD4-BITRATE-EFF",
      "source_file": "L02-MD4-BITRATE-EFF.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-MD5-OFFLI-CACH",
      "atom_name": "Offline Capability Check",
      "atomic_definition": "",
      "definition": "",
      "family_code": "MD5",
      "family_name": "MD5",
      "internal_id": "L02-MD5-OFFLI-CACH",
      "source_file": "L02-MD5-OFFLI-CACH.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-MML-PREFERENCEROLE",
      "atom_name": "Preference Role Definition (Engagement vs. Performance)",
      "atomic_definition": "Evaluates whether the system\u0027s usage of student preference data is explicitly scoped to influence engagement, satisfaction, or motivation metrics, rather than being treated as a causal mechanism for direct cognitive performance improvement.",
      "definition": "Evaluates whether the system\u0027s usage of student preference data is explicitly scoped to influence engagement, satisfaction, or motivation metrics, rather than being treated as a causal mechanism for direct cognitive performance improvement.",
      "family_code": "MML",
      "family_name": "MML",
      "internal_id": "MML02",
      "source_file": "L02-MML-PREFERENCEROLE.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-PF1-API-AVAIL",
      "atom_name": "API Availability \u0026 Responsiveness",
      "atomic_definition": "",
      "definition": "",
      "family_code": "PF1",
      "family_name": "PF1",
      "internal_id": "L02-PF1-API-AVAIL",
      "source_file": "L02-PF1-API-AVAIL.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-PF2-SCHEM-ALIGN",
      "atom_name": "Data Schema Alignment",
      "atomic_definition": "",
      "definition": "",
      "family_code": "PF2",
      "family_name": "PF2",
      "internal_id": "L02-PF2-SCHEM-ALIGN",
      "source_file": "L02-PF2-SCHEM-ALIGN.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-PF3-BAND-CONST",
      "atom_name": "Bandwidth Constraint Satisfaction",
      "atomic_definition": "",
      "definition": "",
      "family_code": "PF3",
      "family_name": "PF3",
      "internal_id": "L02-PF3-BAND-CONST",
      "source_file": "L02-PF3-BAND-CONST.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-PF4-STOR-CAP",
      "atom_name": "Storage Capacity Headroom",
      "atomic_definition": "",
      "definition": "",
      "family_code": "PF4",
      "family_name": "PF4",
      "internal_id": "L02-PF4-STOR-CAP",
      "source_file": "L02-PF4-STOR-CAP.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-PF5-CONC-HEAD",
      "atom_name": "Concurrency Headroom",
      "atomic_definition": "",
      "definition": "",
      "family_code": "PF5",
      "family_name": "PF5",
      "internal_id": "L02-PF5-CONC-HEAD",
      "source_file": "L02-PF5-CONC-HEAD.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-SQ1-PREREQ-DEP",
      "atom_name": "Prerequisite Dependency Validation",
      "atomic_definition": "",
      "definition": "",
      "family_code": "SQ1",
      "family_name": "SQ1",
      "internal_id": "L02-SQ1-PREREQ-DEP",
      "source_file": "L02-SQ1-PREREQ-DEP.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-SQ2-SEQUE-COHERE",
      "atom_name": "Sequence Coherence Alignment",
      "atomic_definition": "",
      "definition": "",
      "family_code": "SQ2",
      "family_name": "SQ2",
      "internal_id": "L02-SQ2-SEQUE-COHERE",
      "source_file": "L02-SQ2-SEQUE-COHERE.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-SQ3-COGN-LOAD",
      "atom_name": "Cognitive Load Progression",
      "atomic_definition": "",
      "definition": "",
      "family_code": "SQ3",
      "family_name": "SQ3",
      "internal_id": "L02-SQ3-COGN-LOAD",
      "source_file": "L02-SQ3-COGN-LOAD.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-SQ4-PACE-FEAS",
      "atom_name": "Pacing Feasibility",
      "atomic_definition": "",
      "definition": "",
      "family_code": "SQ4",
      "family_name": "SQ4",
      "internal_id": "L02-SQ4-PACE-FEAS",
      "source_file": "L02-SQ4-PACE-FEAS.json",
      "weight_estimation": {}
    },
    {
      "_inventory_only": true,
      "atom_id": "L02-SQ5-OVERL-DUP",
      "atom_name": "Concept Overlap \u0026 Duplication Detection",
      "atomic_definition": "",
      "definition": "",
      "family_code": "SQ5",
      "family_name": "SQ5",
      "internal_id": "L02-SQ5-OVERL-DUP",
      "source_file": "L02-SQ5-OVERL-DUP.json",
      "weight_estimation": {}
    }
  ],
  "compounds": [
    {
      "_inventory_only": true,
      "calls_elements": [
        "E-L02-DSC-LICENSE",
        "E-L02-DSC-OER",
        "E-L02-DSC-SEGMENT",
        "E-L02-DSC-YOUTUBE"
      ],
      "compound_id": "CP-CSA",
      "compound_name": "Content Sequencing Agent Master Compound",
      "definition": "",
      "execution_steps": [],
      "implements_construct": "K-CSA",
      "inputs": {},
      "key_atoms": [],
      "outputs": {},
      "purpose": ""
    }
  ],
  "constructs": [
    {
      "_inventory_only": true,
      "compounds_managed": [],
      "construct_id": "K-CSA",
      "construct_name": "Content Sequencing Agent Master Construct",
      "definition": "",
      "purpose": "",
      "validation_rules": {}
    }
  ],
  "elements": [
    {
      "_inventory_only": true,
      "aggregation_method": {
        "min_atoms_required": 3,
        "missing_handling": "flag_for_review",
        "rationale": "Any integrity failure blocks progression",
        "strategy": "minimum_gate"
      },
      "atom_ids": [
        "L02-CI1-VERS-ALIGN",
        "L02-CI2-TERM-CONS",
        "L02-CI3-EXAM-APPR",
        "L02-CI4-XREF-VALID",
        "L02-CI5-COMP-SCAFF"
      ],
      "element_id": "E-L02-CI-BUNDLE",
      "element_name": "E-L02-CI-BUNDLE",
      "family_code": "CI",
      "family_name": "CI",
      "output_contract": {
        "returns": {
          "confidence": "0.0-1.0",
          "integrity_evidence": "0-100 aggregate",
          "integrity_status": "PASS|WARNING|FAIL",
          "terminology_issues": "array of terminology objects",
          "version_conflicts": "array of conflict objects"
        }
      },
      "purpose": "Aggregate content integrity evidence including version alignment, terminology consistency, exam appropriateness, and cross-reference validity."
    },
    {
      "_inventory_only": true,
      "aggregation_method": {},
      "atom_ids": [
        "L02-CNT-*",
        "L02-CNT-BI-COURSE-001"
      ],
      "element_id": "E-L02-CNT-BUNDLE",
      "element_name": "Content Catalog Element Bundle",
      "family_code": "CNT",
      "family_name": "CNT",
      "output_contract": {},
      "purpose": "Interface between compounds and content catalog atoms (L02-CNT-*). Searches for existing content that matches specifications."
    },
    {
      "_inventory_only": true,
      "aggregation_method": {
        "min_atoms_required": 3,
        "missing_handling": "block_until_resolved",
        "rationale": "Any constraint violation blocks progression",
        "strategy": "minimum_gate"
      },
      "atom_ids": [
        "L02-CS1-REGU-COMP",
        "L02-CS2-DATA-PRIV",
        "L02-CS3-TIME-BUDE",
        "L02-CS4-PRERE-SKIL",
        "L02-CS5-ACCESS-COMPL"
      ],
      "element_id": "E-L02-CS-BUNDLE",
      "element_name": "E-L02-CS-BUNDLE",
      "family_code": "CS",
      "family_name": "CS",
      "output_contract": {
        "returns": {
          "compliance_issues": "array of issue objects",
          "confidence": "0.0-1.0",
          "constraint_evidence": "0-100 aggregate",
          "constraint_status": "PASS|WARNING|VIOLATION",
          "time_budget_status": "FEASIBLE|TIGHT|EXCEEDED"
        }
      },
      "purpose": "Aggregate constraint evidence including regulatory compliance, data privacy, time budget, prerequisite skills, and accessibility compliance."
    },
    {
      "_inventory_only": true,
      "aggregation_method": {
        "min_atoms_required": 2,
        "missing_handling": "block_until_resolved",
        "rationale": "License compliance is non-negotiable; lowest score determines usability",
        "strategy": "minimum"
      },
      "atom_ids": [
        "L02-DSC-CHAUTHORITY",
        "L02-DSC-DESCMATCH",
        "L02-DSC-DURFIT",
        "L02-DSC-EDUCAT",
        "L02-DSC-LICPERMIT",
        "L02-DSC-OERGRADE",
        "L02-DSC-OERPEER",
        "L02-DSC-OERSTANDARD",
        "L02-DSC-OERTOPIC",
        "L02-DSC-PREREQINCL",
        "L02-DSC-SENTBOUND",
        "L02-DSC-TITLEMATCH",
        "L02-DSC-TOPICDRIFT",
        "L02-DSC-TRANSCAVAIL",
        "L02-DSC-USECOMPAT"
      ],
      "element_id": "E-L02-DSC-LICENSE",
      "element_name": "E-L02-DSC-LICENSE",
      "family_code": "DSC",
      "family_name": "DSC",
      "output_contract": {
        "returns": {
          "confidence": "0.0-1.0",
          "license_compliance_score": "0-99 minimum",
          "license_status": "PERMITTED|RESTRICTED|BLOCKED|UNKNOWN",
          "permissiveness_score": "0-99",
          "use_compatibility_score": "0-99"
        }
      },
      "purpose": "Aggregate evidence on content licensing suitability by evaluating license permissiveness and use compatibility. Uses minimum aggregation as license compliance is non-negotiable."
    },
    {
      "_inventory_only": true,
      "aggregation_method": {
        "min_atoms_required": 2,
        "missing_handling": "flag_for_review",
        "strategy": "weighted_mean",
        "weights": {
          "L02-DSC-OERGRADE": 0.25,
          "L02-DSC-OERPEER": 0.2,
          "L02-DSC-OERSTANDARD": 0.2,
          "L02-DSC-OERTOPIC": 0.35
        }
      },
      "atom_ids": [
        "L02-DSC-CHAUTHORITY",
        "L02-DSC-DESCMATCH",
        "L02-DSC-DURFIT",
        "L02-DSC-EDUCAT",
        "L02-DSC-LICPERMIT",
        "L02-DSC-OERGRADE",
        "L02-DSC-OERPEER",
        "L02-DSC-OERSTANDARD",
        "L02-DSC-OERTOPIC",
        "L02-DSC-PREREQINCL",
        "L02-DSC-SENTBOUND",
        "L02-DSC-TITLEMATCH",
        "L02-DSC-TOPICDRIFT",
        "L02-DSC-TRANSCAVAIL",
        "L02-DSC-USECOMPAT"
      ],
      "element_id": "E-L02-DSC-OER",
      "element_name": "E-L02-DSC-OER",
      "family_code": "DSC",
      "family_name": "DSC",
      "output_contract": {
        "returns": {
          "confidence": "0.0-1.0",
          "grade_level_fit": "0-99",
          "oer_suitability_score": "0-99 aggregate",
          "peer_review_status": "REVIEWED|NOT_REVIEWED|UNKNOWN",
          "standards_alignment_score": "0-99",
          "topic_match_score": "0-99"
        }
      },
      "purpose": "Aggregate evidence on whether an OER resource is suitable by evaluating topic match, peer review status, grade level alignment, and standards alignment."
    },
    {
      "_inventory_only": true,
      "aggregation_method": {
        "min_atoms_required": 3,
        "missing_handling": "flag_for_review",
        "strategy": "weighted_mean",
        "weights": {
          "L02-DSC-DURFIT": 0.2,
          "L02-DSC-PREREQINCL": 0.3,
          "L02-DSC-SENTBOUND": 0.2,
          "L02-DSC-TOPICDRIFT": 0.3
        }
      },
      "atom_ids": [
        "L02-DSC-CHAUTHORITY",
        "L02-DSC-DESCMATCH",
        "L02-DSC-DURFIT",
        "L02-DSC-EDUCAT",
        "L02-DSC-LICPERMIT",
        "L02-DSC-OERGRADE",
        "L02-DSC-OERPEER",
        "L02-DSC-OERSTANDARD",
        "L02-DSC-OERTOPIC",
        "L02-DSC-PREREQINCL",
        "L02-DSC-SENTBOUND",
        "L02-DSC-TITLEMATCH",
        "L02-DSC-TOPICDRIFT",
        "L02-DSC-TRANSCAVAIL",
        "L02-DSC-USECOMPAT"
      ],
      "element_id": "E-L02-DSC-SEGMENT",
      "element_name": "E-L02-DSC-SEGMENT",
      "family_code": "DSC",
      "family_name": "DSC",
      "output_contract": {
        "returns": {
          "boundary_precision": "0-99",
          "confidence": "0.0-1.0",
          "duration_fit_score": "0-99",
          "prerequisite_coverage": "0-99",
          "segment_quality_score": "0-99 aggregate",
          "topic_coherence": "0-99"
        }
      },
      "purpose": "Aggregate evidence on segment extraction quality by evaluating sentence boundaries, prerequisite inclusion, duration fit, and topic drift."
    },
    {
      "_inventory_only": true,
      "aggregation_method": {
        "min_atoms_required": 3,
        "missing_handling": "flag_for_review",
        "strategy": "weighted_mean",
        "weights": {
          "L02-DSC-CHAUTHORITY": 0.2,
          "L02-DSC-DESCMATCH": 0.2,
          "L02-DSC-EDUCAT": 0.15,
          "L02-DSC-TITLEMATCH": 0.25,
          "L02-DSC-TRANSCAVAIL": 0.2
        }
      },
      "atom_ids": [
        "L02-DSC-CHAUTHORITY",
        "L02-DSC-DESCMATCH",
        "L02-DSC-DURFIT",
        "L02-DSC-EDUCAT",
        "L02-DSC-LICPERMIT",
        "L02-DSC-OERGRADE",
        "L02-DSC-OERPEER",
        "L02-DSC-OERSTANDARD",
        "L02-DSC-OERTOPIC",
        "L02-DSC-PREREQINCL",
        "L02-DSC-SENTBOUND",
        "L02-DSC-TITLEMATCH",
        "L02-DSC-TOPICDRIFT",
        "L02-DSC-TRANSCAVAIL",
        "L02-DSC-USECOMPAT"
      ],
      "element_id": "E-L02-DSC-YOUTUBE",
      "element_name": "E-L02-DSC-YOUTUBE",
      "family_code": "DSC",
      "family_name": "DSC",
      "output_contract": {
        "returns": {
          "category_alignment_score": "0-99",
          "channel_authority_score": "0-99",
          "confidence": "0.0-1.0",
          "description_match_score": "0-99",
          "title_match_score": "0-99",
          "transcript_available": "true|false",
          "youtube_suitability_score": "0-99 aggregate"
        }
      },
      "purpose": "Aggregate evidence on whether a YouTube video is suitable for a learning topic by evaluating title match, description match, channel authority, category, and transcript availability."
    },
    {
      "_inventory_only": true,
      "aggregation_method": {
        "min_atoms_required": 2,
        "missing_handling": "use_default_modality",
        "strategy": "weighted_mean",
        "weights_source": "modality_priority"
      },
      "atom_ids": [
        "L02-MD1-CONTE-MOD-FIT",
        "L02-MD2-DEVI-CAP",
        "L02-MD3-ACCESS-FORM",
        "L02-MD4-BITRATE-EFF",
        "L02-MD5-OFFLI-CACH"
      ],
      "element_id": "E-L02-MD-BUNDLE",
      "element_name": "E-L02-MD-BUNDLE",
      "family_code": "MD",
      "family_name": "MD",
      "output_contract": {
        "returns": {
          "accessibility_status": "COMPLIANT|PARTIAL|NON_COMPLIANT",
          "confidence": "0.0-1.0",
          "device_adaptation": "adaptation specification object",
          "modality_evidence": "0-100 aggregate",
          "modality_recommendation": "VIDEO|AUDIO|TEXT|INTERACTIVE|MIXED"
        }
      },
      "purpose": "Aggregate modality evidence including content-modality fit, device capabilities, accessibility formats, bitrate efficiency, and offline caching."
    },
    {
      "_inventory_only": true,
      "aggregation_method": {
        "missing_handling": "use_default_preferences",
        "rationale": "Preferences are passed from L01 without modification",
        "strategy": "passthrough"
      },
      "atom_ids": [
        "L02-MML-PREFERENCEROLE"
      ],
      "element_id": "E-L02-MML-BUNDLE",
      "element_name": "E-L02-MML-BUNDLE",
      "family_code": "MML",
      "family_name": "MML",
      "output_contract": {
        "returns": {
          "accessibility_needs": "object of accessibility requirements",
          "confidence": "0.0-1.0",
          "modality_preferences": "object with channel weights",
          "preferred_channels": "array of modality types"
        }
      },
      "purpose": "Bridge element that receives modality preferences from LOPA/MSA and provides them to CSA compounds for content adaptation."
    },
    {
      "_inventory_only": true,
      "aggregation_method": {
        "min_atoms_required": 3,
        "missing_handling": "assume_unavailable",
        "rationale": "Any platform failure blocks delivery",
        "strategy": "minimum_gate"
      },
      "atom_ids": [
        "L02-PF1-API-AVAIL",
        "L02-PF2-SCHEM-ALIGN",
        "L02-PF3-BAND-CONST",
        "L02-PF4-STOR-CAP",
        "L02-PF5-CONC-HEAD"
      ],
      "element_id": "E-L02-PF-BUNDLE",
      "element_name": "E-L02-PF-BUNDLE",
      "family_code": "PF",
      "family_name": "PF",
      "output_contract": {
        "returns": {
          "api_status": "object of API availability",
          "confidence": "0.0-1.0",
          "platform_evidence": "0-100 aggregate",
          "platform_status": "READY|DEGRADED|BLOCKED",
          "resource_constraints": "object of constraint details"
        }
      },
      "purpose": "Aggregate platform feasibility evidence including API availability, schema alignment, bandwidth constraints, storage capacity, and concurrency headroom."
    },
    {
      "_inventory_only": true,
      "aggregation_method": {
        "min_atoms_required": 2,
        "missing_handling": "flag_for_review",
        "strategy": "weighted_mean",
        "weights_source": "atom_confidence"
      },
      "atom_ids": [
        "L02-SQ1-PREREQ-DEP",
        "L02-SQ2-SEQUE-COHERE",
        "L02-SQ3-COGN-LOAD",
        "L02-SQ4-PACE-FEAS",
        "L02-SQ5-OVERL-DUP"
      ],
      "element_id": "E-L02-SQ-BUNDLE",
      "element_name": "E-L02-SQ-BUNDLE",
      "family_code": "SQ",
      "family_name": "SQ",
      "output_contract": {
        "returns": {
          "coherence_score": "0-100",
          "confidence": "0.0-1.0",
          "load_profile": "array of load values",
          "prerequisite_status": "VALID|VIOLATION|UNKNOWN",
          "sequence_evidence": "0-100 aggregate"
        }
      },
      "purpose": "Aggregate sequence integrity evidence including prerequisite dependencies, coherence, cognitive load, pacing, and overlap detection."
    }
  ],
  "metadata": {
    "agent": "csa",
    "generated_at": "",
    "generator": "CSA Operator Inference v3",
    "layer": "L02",
    "synced_at": "2026-04-11T17:56:32.004764+00:00"
  },
  "summary": {
    "compounds": 1,
    "constructs": 1,
    "duplicates_resolved": 0,
    "total_atoms": 42,
    "total_elements": 11,
    "validation_passed": true
  },
  "validation": {
    "family_coverage": {
      "CI1": [],
      "CI2": [],
      "CI3": [],
      "CI4": [],
      "CI5": [],
      "CNT": [],
      "CS1": [],
      "CS2": [],
      "CS3": [],
      "CS4": [],
      "CS5": [],
      "DSC": [
        "CP-CSA"
      ],
      "MD1": [],
      "MD2": [],
      "MD3": [],
      "MD4": [],
      "MD5": [],
      "MML": [],
      "PF1": [],
      "PF2": [],
      "PF3": [],
      "PF4": [],
      "PF5": [],
      "SQ1": [],
      "SQ2": [],
      "SQ3": [],
      "SQ4": [],
      "SQ5": []
    },
    "issues": [
      "Family CI1 has atoms but is not referenced by any compound",
      "Family CI2 has atoms but is not referenced by any compound",
      "Family CI3 has atoms but is not referenced by any compound",
      "Family CI4 has atoms but is not referenced by any compound",
      "Family CI5 has atoms but is not referenced by any compound",
      "Family CNT has atoms but is not referenced by any compound",
      "Family CS1 has atoms but is not referenced by any compound",
      "Family CS2 has atoms but is not referenced by any compound",
      "Family CS3 has atoms but is not referenced by any compound",
      "Family CS4 has atoms but is not referenced by any compound",
      "Family CS5 has atoms but is not referenced by any compound",
      "Family MD1 has atoms but is not referenced by any compound",
      "Family MD2 has atoms but is not referenced by any compound",
      "Family MD3 has atoms but is not referenced by any compound",
      "Family MD4 has atoms but is not referenced by any compound",
      "Family MD5 has atoms but is not referenced by any compound",
      "Family MML has atoms but is not referenced by any compound",
      "Family PF1 has atoms but is not referenced by any compound",
      "Family PF2 has atoms but is not referenced by any compound",
      "Family PF3 has atoms but is not referenced by any compound",
      "Family PF4 has atoms but is not referenced by any compound",
      "Family PF5 has atoms but is not referenced by any compound",
      "Family SQ1 has atoms but is not referenced by any compound",
      "Family SQ2 has atoms but is not referenced by any compound",
      "Family SQ3 has atoms but is not referenced by any compound",
      "Family SQ4 has atoms but is not referenced by any compound",
      "Family SQ5 has atoms but is not referenced by any compound"
    ],
    "passed": true
  }
}