Forge Intelligence

Handbook

LCDL overlay: Learning and Education Navigation Intelligence

Design and test-contract bundle; no runtime implementation or operational certification is claimed. The manifest, schemas, validators, test suite, and task identities are complete enough for repository-native…

Updated

Runtime boundary

Design and test-contract bundle; no runtime implementation or operational certification is claimed. The manifest, schemas, validators, test suite, and task identities are complete enough for repository-native implementation; no placeholder task code is included.

Capability contracts

Capability ID Candidate task ID Required output artifacts Release validators
capability.life.learning-education-navigation.define_learning_outcomes intelligence_learning_education_navigation_define_learning_outcomes_v1 artifact.life.learning-education-navigation.learning_brief validator.life.learning-education-navigation.01_outcome_resource_assessment_alignment, validator.life.learning-education-navigation.02_prerequisite_and_difficulty_progression, validator.life.learning-education-navigation.03_academic_integrity_boundary
capability.life.learning-education-navigation.diagnose_starting_point intelligence_learning_education_navigation_diagnose_starting_point_v1 artifact.life.learning-education-navigation.learner_context_profile, artifact.life.learning-education-navigation.knowledge_gap_map validator.life.learning-education-navigation.01_outcome_resource_assessment_alignment, validator.life.learning-education-navigation.02_prerequisite_and_difficulty_progression, validator.life.learning-education-navigation.03_academic_integrity_boundary
capability.life.learning-education-navigation.design_learning_path intelligence_learning_education_navigation_design_learning_path_v1 artifact.life.learning-education-navigation.learning_plan, artifact.life.learning-education-navigation.concept_map validator.life.learning-education-navigation.01_outcome_resource_assessment_alignment, validator.life.learning-education-navigation.02_prerequisite_and_difficulty_progression, validator.life.learning-education-navigation.03_academic_integrity_boundary
capability.life.learning-education-navigation.select_resources intelligence_learning_education_navigation_select_resources_v1 artifact.life.learning-education-navigation.resource_shortlist validator.life.learning-education-navigation.01_outcome_resource_assessment_alignment, validator.life.learning-education-navigation.02_prerequisite_and_difficulty_progression, validator.life.learning-education-navigation.03_academic_integrity_boundary
capability.life.learning-education-navigation.design_practice intelligence_learning_education_navigation_design_practice_v1 artifact.life.learning-education-navigation.practice_set validator.life.learning-education-navigation.01_outcome_resource_assessment_alignment, validator.life.learning-education-navigation.02_prerequisite_and_difficulty_progression, validator.life.learning-education-navigation.03_academic_integrity_boundary
capability.life.learning-education-navigation.assess_progress intelligence_learning_education_navigation_assess_progress_v1 artifact.life.learning-education-navigation.evidence_portfolio validator.life.learning-education-navigation.01_outcome_resource_assessment_alignment, validator.life.learning-education-navigation.02_prerequisite_and_difficulty_progression, validator.life.learning-education-navigation.03_academic_integrity_boundary
capability.life.learning-education-navigation.navigate_education_system intelligence_learning_education_navigation_navigate_education_system_v1 artifact.life.learning-education-navigation.education_system_navigation_plan validator.life.learning-education-navigation.04_credential_and_institution_source_check

Each capability contract in the manifest defines inputs, outputs, preconditions, postconditions, method-selection rules, invariant references, failure states, risk gate, metrics, and the existing forge-lcdl tasks/operators to compose.

Artifact schemas

Artifact type Schema reference Required payload fields Sensitivity
artifact.life.learning-education-navigation.learning_brief ../schemas/artifacts/learning-education-navigation.schema.json#/$defs/learning_brief purpose, scope, stakeholders, requirements, constraints, assumptions, success_criteria internal
artifact.life.learning-education-navigation.learner_context_profile ../schemas/artifacts/learning-education-navigation.schema.json#/$defs/learner_context_profile subject_or_scope, purpose, facts_or_observations, preferences_and_constraints, source_refs, uncertainty, date_range, next_questions internal
artifact.life.learning-education-navigation.knowledge_gap_map ../schemas/artifacts/learning-education-navigation.schema.json#/$defs/knowledge_gap_map purpose, scope, entities_or_nodes, relations_or_edges, assumptions, boundary, validation_evidence internal
artifact.life.learning-education-navigation.learning_plan ../schemas/artifacts/learning-education-navigation.schema.json#/$defs/learning_plan objective, scope, steps, dependencies, constraints, owners, timing, contingencies, review_triggers internal
artifact.life.learning-education-navigation.concept_map ../schemas/artifacts/learning-education-navigation.schema.json#/$defs/concept_map purpose, scope, entities_or_nodes, relations_or_edges, assumptions, boundary, validation_evidence internal
artifact.life.learning-education-navigation.resource_shortlist ../schemas/artifacts/learning-education-navigation.schema.json#/$defs/resource_shortlist entries, entry_ids, owners, status, source_refs, updated_at internal
artifact.life.learning-education-navigation.practice_set ../schemas/artifacts/learning-education-navigation.schema.json#/$defs/practice_set items, generation_method, diversity_dimensions, constraints, screening_status internal
artifact.life.learning-education-navigation.evidence_portfolio ../schemas/artifacts/learning-education-navigation.schema.json#/$defs/evidence_portfolio items, generation_method, diversity_dimensions, constraints, screening_status internal
artifact.life.learning-education-navigation.education_system_navigation_plan ../schemas/artifacts/learning-education-navigation.schema.json#/$defs/education_system_navigation_plan objective, scope, steps, dependencies, constraints, owners, timing, contingencies, review_triggers internal

Validators

Validator ID Kind Automation Severity Failure action
validator.life.learning-education-navigation.01_outcome_resource_assessment_alignment schema_and_rule deterministic major repair
validator.life.learning-education-navigation.02_prerequisite_and_difficulty_progression heuristic hybrid major repair
validator.life.learning-education-navigation.03_academic_integrity_boundary policy hybrid major repair
validator.life.learning-education-navigation.04_credential_and_institution_source_check provenance hybrid minor conditional_pass

Validator checks return itemized evidence and support pass, conditional_pass, fail, inconclusive, or a governed repair/escalation path. Generation does not self-certify.

Existing execution substrate

Tasks to reuse: decompose_problem, extract_schema_from_text, llm_enum_route, llm_multi_label, plan_decision_pack
Operators to reuse: branch, fallback_chain, for_each, seq, until_ok

Cross-intelligence handoff

  • artifact_id, type, version, producer capability, provenance, scope, assumptions, uncertainty, sensitivity, validation status, and next action
  • No free-text handoff may replace a required typed artifact when a downstream validator depends on structure.

Information-loss checks: - all hard constraints preserved - all blocker findings preserved - source scope and date preserved - assumptions and dissent preserved - units, time zones, identifiers, and uncertainty preserved

Evaluation and release

Suite: ../evaluation_suites/learning-education-navigation.yaml

  • 100% schema validity for released artifacts
  • 100% material traceability
  • no unresolved blocker validator
  • no missed critical escalation in the approved benchmark
  • documented conditional-pass limits and human gates

Promotion to implementation maturity I1

  • Create repository-native input and output contracts for every candidate task ID.
  • Implement deterministic portions of validators and declare independent human or model review for semantic portions.
  • Connect a provenance-preserving source resolver and enforce freshness and jurisdiction rules.
  • Pass the per-pack suite and dependency regression suites at release thresholds.
  • Complete security, privacy, accessibility, and domain-owner review appropriate to risk.
  • Publish LMETA/LCDL exact-overlay links and CI parity checks.

Exact-overlay identity

The LMETA and LCDL pages share the concept ID, semantic version, capability IDs, and invariant IDs. tools/validate_pack.py checks this parity.

Paired overlay

Runtime maturity

  • Capabilities: 7
  • Technical floor→ceiling: I1_runtime → I2_integrated
  • Autonomy floor→ceiling: A0_assisted → A0_assisted
  • I1_runtime count: 6
  • Evidence class: contract: 6, semantic: 1
  • Full hierarchy: MATURITY-HIERARCHY.md

Evaluation suite status

  • CI status: pass
  • Suite: evaluation_suites/learning-education-navigation.yaml
  • Cases defined: 7
  • Capabilities under test: 7