Forge Intelligence

Handbook

LCDL overlay: Recreation, Hobbies, and Creative Participation 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.recreation-hobbies-creative-participation.discover_interests intelligence_recreation_hobbies_creative_participation_discover_interests_v1 artifact.life.recreation-hobbies-creative-participation.interest_profile validator.life.recreation-hobbies-creative-participation.01_time_budget_equipment_and_access_fit
capability.life.recreation-hobbies-creative-participation.compare_hobby_options intelligence_recreation_hobbies_creative_participation_compare_hobby_options_v1 artifact.life.recreation-hobbies-creative-participation.hobby_option_matrix validator.life.recreation-hobbies-creative-participation.01_time_budget_equipment_and_access_fit
capability.life.recreation-hobbies-creative-participation.design_skill_progression intelligence_recreation_hobbies_creative_participation_design_skill_progression_v1 artifact.life.recreation-hobbies-creative-participation.practice_plan validator.life.recreation-hobbies-creative-participation.01_time_budget_equipment_and_access_fit, validator.life.recreation-hobbies-creative-participation.02_addictive_exploitative_or_unsafe_activity, validator.life.recreation-hobbies-creative-participation.03_current_local_group_and_event_verification
capability.life.recreation-hobbies-creative-participation.plan_creative_project intelligence_recreation_hobbies_creative_participation_plan_creative_project_v1 artifact.life.recreation-hobbies-creative-participation.creative_project_brief validator.life.recreation-hobbies-creative-participation.01_time_budget_equipment_and_access_fit, validator.life.recreation-hobbies-creative-participation.02_addictive_exploitative_or_unsafe_activity, validator.life.recreation-hobbies-creative-participation.03_current_local_group_and_event_verification
capability.life.recreation-hobbies-creative-participation.support_social_participation intelligence_recreation_hobbies_creative_participation_support_social_participation_v1 artifact.life.recreation-hobbies-creative-participation.participation_plan validator.life.recreation-hobbies-creative-participation.01_time_budget_equipment_and_access_fit, validator.life.recreation-hobbies-creative-participation.02_addictive_exploitative_or_unsafe_activity, validator.life.recreation-hobbies-creative-participation.03_current_local_group_and_event_verification
capability.life.recreation-hobbies-creative-participation.manage_equipment_budget intelligence_recreation_hobbies_creative_participation_manage_equipment_budget_v1 artifact.life.recreation-hobbies-creative-participation.equipment_and_budget_matrix validator.life.recreation-hobbies-creative-participation.01_time_budget_equipment_and_access_fit
capability.life.recreation-hobbies-creative-participation.reflect_and_adapt intelligence_recreation_hobbies_creative_participation_reflect_and_adapt_v1 artifact.life.recreation-hobbies-creative-participation.reflection_review validator.life.recreation-hobbies-creative-participation.01_time_budget_equipment_and_access_fit, validator.life.recreation-hobbies-creative-participation.02_addictive_exploitative_or_unsafe_activity, validator.life.recreation-hobbies-creative-participation.03_current_local_group_and_event_verification

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.recreation-hobbies-creative-participation.interest_profile ../schemas/artifacts/recreation-hobbies-creative-participation.schema.json#/$defs/interest_profile subject_or_scope, purpose, facts_or_observations, preferences_and_constraints, source_refs, uncertainty, date_range, next_questions internal
artifact.life.recreation-hobbies-creative-participation.hobby_option_matrix ../schemas/artifacts/recreation-hobbies-creative-participation.schema.json#/$defs/hobby_option_matrix alternatives, hard_constraints, criteria, normalized_values, evidence_refs, uncertainty, dominance_or_tradeoffs, recommendation_status internal
artifact.life.recreation-hobbies-creative-participation.practice_plan ../schemas/artifacts/recreation-hobbies-creative-participation.schema.json#/$defs/practice_plan objective, scope, steps, dependencies, constraints, owners, timing, contingencies, review_triggers internal
artifact.life.recreation-hobbies-creative-participation.creative_project_brief ../schemas/artifacts/recreation-hobbies-creative-participation.schema.json#/$defs/creative_project_brief purpose, scope, stakeholders, requirements, constraints, assumptions, success_criteria internal
artifact.life.recreation-hobbies-creative-participation.participation_plan ../schemas/artifacts/recreation-hobbies-creative-participation.schema.json#/$defs/participation_plan objective, scope, steps, dependencies, constraints, owners, timing, contingencies, review_triggers internal
artifact.life.recreation-hobbies-creative-participation.equipment_and_budget_matrix ../schemas/artifacts/recreation-hobbies-creative-participation.schema.json#/$defs/equipment_and_budget_matrix currency_or_units, period, line_items, formulas, assumptions, scenarios, reconciliation_checks, uncertainty internal
artifact.life.recreation-hobbies-creative-participation.reflection_review ../schemas/artifacts/recreation-hobbies-creative-participation.schema.json#/$defs/reflection_review question_or_standard, criteria, evidence, findings, uncertainty, limitations, status, recommended_actions internal

Validators

Validator ID Kind Automation Severity Failure action
validator.life.recreation-hobbies-creative-participation.01_time_budget_equipment_and_access_fit constraint deterministic major repair
validator.life.recreation-hobbies-creative-participation.02_addictive_exploitative_or_unsafe_activity policy hybrid major repair
validator.life.recreation-hobbies-creative-participation.03_current_local_group_and_event_verification provenance hybrid major repair
validator.life.recreation-hobbies-creative-participation.04_attribution_license_and_derivative_use_boundary copyright_check 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, formula_eval_safe, llm_enum_route, llm_multi_label, plan_decision_pack, word_problem_to_calc_plan
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/recreation-hobbies-creative-participation.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 → I1_runtime
  • Autonomy floor→ceiling: A0_assisted → A0_assisted
  • I1_runtime count: 7
  • Evidence class: contract: 7
  • Full hierarchy: MATURITY-HIERARCHY.md

Evaluation suite status

  • CI status: pass
  • Suite: evaluation_suites/recreation-hobbies-creative-participation.yaml
  • Cases defined: 7
  • Capabilities under test: 7