Forge Intelligence

Learning and Education Navigation Intelligence

Define learning goals, diagnose starting points, design practice, assess progress, and navigate education, credentials, and accommodations.

Updated

Definition

Define learning goals, diagnose starting points, design practice, assess progress, and navigate education, credentials, and accommodations.

Coverage role

Lifelong learning multiplies the usefulness of every other intelligence and supports school, reskilling, caregiving, civic participation, and hobbies.

Scope

Included

  • learning outcomes
  • prior-knowledge diagnosis
  • curricula
  • resource selection
  • practice and feedback
  • assessment
  • credentials
  • accommodations

Excluded and non-goals

  • doing assessed work dishonestly
  • inventing credentials
  • guaranteeing admission or grades
  • diagnosing learning disabilities

Boundary rules

  • Route to life.learning-education-navigation when the requested outcome requires one or more declared capabilities and the output can be represented by its canonical artifacts.
  • Route to an adjacent or specialist intelligence when domain-specific rules, tools, or professional authority dominate the problem.
  • Use general.reasoning to coordinate multi-pack conflicts, hard constraints, uncertainty, and decision status.
  • Return ask, defer, or escalate when required context, source authority, consent, or accountable ownership is missing.

Capability semantics

Capability ID Name Semantic intent
capability.life.learning-education-navigation.define_learning_outcomes Define Learning Outcomes Translate aspirations into observable knowledge, skill, transfer, and performance outcomes.
capability.life.learning-education-navigation.diagnose_starting_point Diagnose Starting Point Elicit prior knowledge, misconceptions, language level, constraints, and practice conditions.
capability.life.learning-education-navigation.design_learning_path Design Learning Path Sequence prerequisites, concepts, practice, reviews, and authentic transfer tasks.
capability.life.learning-education-navigation.select_resources Select Resources Compare authoritative, accessible, affordable, and level-appropriate materials.
capability.life.learning-education-navigation.design_practice Design Practice Create retrieval, worked-example, deliberate-practice, and feedback activities.
capability.life.learning-education-navigation.assess_progress Assess Progress Use rubrics and authentic tasks to identify mastery, gaps, and next steps.
capability.life.learning-education-navigation.navigate_education_system Navigate Education System Organize admissions, recognition, funding, accommodation, and credential requirements from official sources.

Canonical artifact concepts

Artifact type Structural category Semantic purpose
artifact.life.learning-education-navigation.learning_brief brief Learning Brief for Learning and Education Navigation Intelligence: A bounded specification of purpose, stakeholders, requirements, constraints, assumptions, and success criteria. It supports the pack purpose of define learning goals, diagnose starting points, design practice, assess progress, and navigate education, credentials, and accommodations.
artifact.life.learning-education-navigation.learner_context_profile context_profile Learner Context Profile for Learning and Education Navigation Intelligence: A bounded context profile that separates observations, preferences, constraints, uncertainty, time scope, and next questions. It supports the pack purpose of define learning goals, diagnose starting points, design practice, assess progress, and navigate education, credentials, and accommodations.
artifact.life.learning-education-navigation.knowledge_gap_map model Knowledge Gap Map for Learning and Education Navigation Intelligence: A purpose-bounded representation of entities, relationships, assumptions, boundaries, and evidence of adequacy. It supports the pack purpose of define learning goals, diagnose starting points, design practice, assess progress, and navigate education, credentials, and accommodations.
artifact.life.learning-education-navigation.learning_plan plan Learning Plan for Learning and Education Navigation Intelligence: A governed action design that sequences work, ownership, dependencies, timing, contingencies, and review. It supports the pack purpose of define learning goals, diagnose starting points, design practice, assess progress, and navigate education, credentials, and accommodations.
artifact.life.learning-education-navigation.concept_map model Concept Map for Learning and Education Navigation Intelligence: A purpose-bounded representation of entities, relationships, assumptions, boundaries, and evidence of adequacy. It supports the pack purpose of define learning goals, diagnose starting points, design practice, assess progress, and navigate education, credentials, and accommodations.
artifact.life.learning-education-navigation.resource_shortlist ledger Resource Shortlist for Learning and Education Navigation Intelligence: A controlled collection of uniquely identified entries with ownership, provenance, status, and review state. It supports the pack purpose of define learning goals, diagnose starting points, design practice, assess progress, and navigate education, credentials, and accommodations.
artifact.life.learning-education-navigation.practice_set portfolio Practice Set for Learning and Education Navigation Intelligence: A deliberately varied set of candidates with lineage, constraints, screening state, and selection rationale. It supports the pack purpose of define learning goals, diagnose starting points, design practice, assess progress, and navigate education, credentials, and accommodations.
artifact.life.learning-education-navigation.evidence_portfolio portfolio Evidence Portfolio for Learning and Education Navigation Intelligence: A deliberately varied set of candidates with lineage, constraints, screening state, and selection rationale. It supports the pack purpose of define learning goals, diagnose starting points, design practice, assess progress, and navigate education, credentials, and accommodations.
artifact.life.learning-education-navigation.education_system_navigation_plan plan Education System Navigation Plan for Learning and Education Navigation Intelligence: A governed action design that sequences work, ownership, dependencies, timing, contingencies, and review. It supports the pack purpose of define learning goals, diagnose starting points, design practice, assess progress, and navigate education, credentials, and accommodations.

Method families and limits

Method ID Method Use when Avoid when
method.life.learning-education-navigation.backward_design backward design Use when an observable learning or performance outcome can be decomposed into prerequisites, practice, feedback, transfer, and evidence of mastery. Avoid selecting activities before outcomes and starting point are known, mistaking exposure for mastery, or using inaccessible assessment formats as the only evidence.
method.life.learning-education-navigation.prerequisite_mapping prerequisite mapping Use when an observable learning or performance outcome can be decomposed into prerequisites, practice, feedback, transfer, and evidence of mastery. Avoid selecting activities before outcomes and starting point are known, mistaking exposure for mastery, or using inaccessible assessment formats as the only evidence.
method.life.learning-education-navigation.retrieval_practice_and_spacing retrieval practice and spacing Use when an observable learning or performance outcome can be decomposed into prerequisites, practice, feedback, transfer, and evidence of mastery. Avoid selecting activities before outcomes and starting point are known, mistaking exposure for mastery, or using inaccessible assessment formats as the only evidence.
method.life.learning-education-navigation.worked_examples worked examples Use when an observable learning or performance outcome can be decomposed into prerequisites, practice, feedback, transfer, and evidence of mastery. Avoid selecting activities before outcomes and starting point are known, mistaking exposure for mastery, or using inaccessible assessment formats as the only evidence.
method.life.learning-education-navigation.formative_assessment formative assessment Use when an observable learning or performance outcome can be decomposed into prerequisites, practice, feedback, transfer, and evidence of mastery. Avoid selecting activities before outcomes and starting point are known, mistaking exposure for mastery, or using inaccessible assessment formats as the only evidence.
method.life.learning-education-navigation.mastery_and_transfer_checks mastery and transfer checks Use when an observable learning or performance outcome can be decomposed into prerequisites, practice, feedback, transfer, and evidence of mastery. Avoid selecting activities before outcomes and starting point are known, mistaking exposure for mastery, or using inaccessible assessment formats as the only evidence.

Pack-specific invariants

The pack also inherits the core invariants in core/core_invariants.yaml.

Invariant ID Statement Failure action
invariant.life.learning-education-navigation.01_every_activity_and_assessment_maps_to_an_outcome Every activity and assessment maps to an outcome. repair_or_conditional_pass
invariant.life.learning-education-navigation.02_tutoring_support_is_distinct_from_completing_assessed_work Tutoring support is distinct from completing assessed work. repair_or_conditional_pass
invariant.life.learning-education-navigation.03_formal_requirements_are_verified_with_the_responsible_inst Formal requirements are verified with the responsible institution. repair_or_conditional_pass

Dependencies and relations

Operational general intelligences: general.question-framing, general.experimentation, general.validation-verification
Foundation concepts: general.learning-adaptation, general.semantic-representational, general.metacognitive, general.communication-explanatory, general.epistemic-evidence
Life intelligences: life.personal-organization-administration

Source roles

Source ID Claim roles Runtime resolution required
ec.lifecomp competence_framework, concept_definition, evaluation_dimension False
oecd.learning_compass competence_framework, concept_definition, evaluation_dimension False
local.authority jurisdiction_rule, runtime_fact, service_or_community_context True
w3c.wcag concept_definition, interoperability_or_formal_contract False

Risk and authority boundary

Risk class: moderate

  • Disability or diagnostic concerns requiring qualified assessment.
  • Formal admission, funding, recognition, or accommodation decisions.

Accountable people retain consent, value, regulated, irreversible, and residual-risk decisions. This semantic page does not claim a deployed implementation.

Maturity

semantic: S3_reviewable_definition
contract: C3_testable_contract
implementation: I0_not_included
evidence: E2_source_roles_mapped
governance: G2_controls_and_review_defined
overlay: O2_paired_seed_complete

Paired overlay

Runtime maturity

  • Capabilities: 7
  • Technical floor→ceiling: I1_runtimeI2_integrated
  • Autonomy floor→ceiling: A0_assistedA0_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