Forge Intelligence

Handbook

LCDL overlay: Entrepreneurship and Small-Organization Operations 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.entrepreneurship-small-organization.discover_opportunity intelligence_entrepreneurship_small_organization_discover_opportunity_v1 artifact.life.entrepreneurship-small-organization.opportunity_brief validator.life.entrepreneurship-small-organization.01_customer_and_demand_claim_support, validator.life.entrepreneurship-small-organization.02_unit_economics_cash_flow_runway_and_break_even, validator.life.entrepreneurship-small-organization.03_deceptive_marketing_tax_evasion_and_illegal_operation
capability.life.entrepreneurship-small-organization.research_customers_stakeholders intelligence_entrepreneurship_small_organization_research_customers_stakeholders_v1 artifact.life.entrepreneurship-small-organization.stakeholder_map validator.life.entrepreneurship-small-organization.01_customer_and_demand_claim_support, validator.life.entrepreneurship-small-organization.02_unit_economics_cash_flow_runway_and_break_even, validator.life.entrepreneurship-small-organization.03_deceptive_marketing_tax_evasion_and_illegal_operation
capability.life.entrepreneurship-small-organization.design_value_proposition intelligence_entrepreneurship_small_organization_design_value_proposition_v1 artifact.life.entrepreneurship-small-organization.value_proposition validator.life.entrepreneurship-small-organization.01_customer_and_demand_claim_support, validator.life.entrepreneurship-small-organization.02_unit_economics_cash_flow_runway_and_break_even, validator.life.entrepreneurship-small-organization.03_deceptive_marketing_tax_evasion_and_illegal_operation
capability.life.entrepreneurship-small-organization.model_organization intelligence_entrepreneurship_small_organization_model_organization_v1 artifact.life.entrepreneurship-small-organization.organization_model validator.life.entrepreneurship-small-organization.01_customer_and_demand_claim_support, validator.life.entrepreneurship-small-organization.02_unit_economics_cash_flow_runway_and_break_even, validator.life.entrepreneurship-small-organization.03_deceptive_marketing_tax_evasion_and_illegal_operation
capability.life.entrepreneurship-small-organization.design_experiments intelligence_entrepreneurship_small_organization_design_experiments_v1 artifact.life.entrepreneurship-small-organization.experiment_backlog validator.life.entrepreneurship-small-organization.01_customer_and_demand_claim_support, validator.life.entrepreneurship-small-organization.02_unit_economics_cash_flow_runway_and_break_even, validator.life.entrepreneurship-small-organization.03_deceptive_marketing_tax_evasion_and_illegal_operation
capability.life.entrepreneurship-small-organization.plan_operations_finance intelligence_entrepreneurship_small_organization_plan_operations_finance_v1 artifact.life.entrepreneurship-small-organization.operating_plan, artifact.life.entrepreneurship-small-organization.cash_flow_forecast validator.life.entrepreneurship-small-organization.02_unit_economics_cash_flow_runway_and_break_even
capability.life.entrepreneurship-small-organization.manage_risk_compliance intelligence_entrepreneurship_small_organization_manage_risk_compliance_v1 artifact.life.entrepreneurship-small-organization.risk_and_compliance_register validator.life.entrepreneurship-small-organization.04_registration_licensing_employment_privacy_and_tax, validator.life.entrepreneurship-small-organization.03_deceptive_marketing_tax_evasion_and_illegal_operation
capability.life.entrepreneurship-small-organization.coordinate_team intelligence_entrepreneurship_small_organization_coordinate_team_v1 artifact.life.entrepreneurship-small-organization.team_coordination_and_decision_log validator.life.entrepreneurship-small-organization.01_customer_and_demand_claim_support, validator.life.entrepreneurship-small-organization.02_unit_economics_cash_flow_runway_and_break_even, validator.life.entrepreneurship-small-organization.03_deceptive_marketing_tax_evasion_and_illegal_operation

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.entrepreneurship-small-organization.opportunity_brief ../schemas/artifacts/entrepreneurship-small-organization.schema.json#/$defs/opportunity_brief purpose, scope, stakeholders, requirements, constraints, assumptions, success_criteria restricted
artifact.life.entrepreneurship-small-organization.stakeholder_map ../schemas/artifacts/entrepreneurship-small-organization.schema.json#/$defs/stakeholder_map purpose, scope, entities_or_nodes, relations_or_edges, assumptions, boundary, validation_evidence restricted
artifact.life.entrepreneurship-small-organization.value_proposition ../schemas/artifacts/entrepreneurship-small-organization.schema.json#/$defs/value_proposition purpose, context, content, assumptions, evidence_refs, status, next_actions restricted
artifact.life.entrepreneurship-small-organization.organization_model ../schemas/artifacts/entrepreneurship-small-organization.schema.json#/$defs/organization_model purpose, scope, entities_or_nodes, relations_or_edges, assumptions, boundary, validation_evidence restricted
artifact.life.entrepreneurship-small-organization.experiment_backlog ../schemas/artifacts/entrepreneurship-small-organization.schema.json#/$defs/experiment_backlog entries, entry_ids, owners, status, source_refs, updated_at restricted
artifact.life.entrepreneurship-small-organization.operating_plan ../schemas/artifacts/entrepreneurship-small-organization.schema.json#/$defs/operating_plan objective, scope, steps, dependencies, constraints, owners, timing, contingencies, review_triggers restricted
artifact.life.entrepreneurship-small-organization.cash_flow_forecast ../schemas/artifacts/entrepreneurship-small-organization.schema.json#/$defs/cash_flow_forecast currency_or_units, period, line_items, formulas, assumptions, scenarios, reconciliation_checks, uncertainty restricted
artifact.life.entrepreneurship-small-organization.risk_and_compliance_register ../schemas/artifacts/entrepreneurship-small-organization.schema.json#/$defs/risk_and_compliance_register entries, entry_ids, owners, status, source_refs, updated_at restricted
artifact.life.entrepreneurship-small-organization.team_coordination_and_decision_log ../schemas/artifacts/entrepreneurship-small-organization.schema.json#/$defs/team_coordination_and_decision_log decision_id, decision_or_question, options_or_routes, governing_constraints, evidence_refs, rationale, status, owner, next_action, review_or_reopen_triggers restricted

Validators

Validator ID Kind Automation Severity Failure action
validator.life.entrepreneurship-small-organization.01_customer_and_demand_claim_support evidence_check hybrid blocker escalate
validator.life.entrepreneurship-small-organization.02_unit_economics_cash_flow_runway_and_break_even deterministic deterministic blocker escalate
validator.life.entrepreneurship-small-organization.03_deceptive_marketing_tax_evasion_and_illegal_operation policy hybrid major repair
validator.life.entrepreneurship-small-organization.04_registration_licensing_employment_privacy_and_tax live_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: contradiction_scan, decompose_problem, extract_schema_from_text, formula_eval_safe, llm_boolean_gate, llm_enum_route, plan_decision_pack, word_problem_to_calc_plan
Operators to reuse: branch, fallback_chain, for_each, optional_step, seq, try_catch, 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/entrepreneurship-small-organization.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: 8
  • Technical floor→ceiling: I1_runtime → I1_runtime
  • Autonomy floor→ceiling: A0_assisted → A0_assisted
  • I1_runtime count: 8
  • Evidence class: contract: 8
  • Full hierarchy: MATURITY-HIERARCHY.md

Evaluation suite status

  • CI status: pass
  • Suite: evaluation_suites/entrepreneurship-small-organization.yaml
  • Cases defined: 7
  • Capabilities under test: 8