- climate_risk: temperature_celsius->temperature_c, wind_speed_kph->wind_speed_kmh, incident_date->detection_date
- carbon_yield: estimated_yield_kg->quantity with unit conversion, add species param
- implementation_risk: farm_onboarding_profile->farm/derived queries, training_event->training_session, decision_method->governance_body, satisfaction_score->sentiment
- policy_risk: decision_method->governance_body, satisfaction_score->sentiment
- financial_risk: noi_projection_y1/y2/y3->projected_annual_noi_usd
- scoring_engine: break_even_month->break_even_year with year conversion

- check_stopping: persist round_summary + consensus_reached to study metadata
- add reject_recommendation: human rejection with reason logged to study metadata
- add calibrate_panel: expert weight updates based on historical prediction accuracy
- CLI: add reject-recommendation and calibrate-panel commands

- Fix revenue_event column name: amount_usd -> amount
- Add projected_cash_flow_usd resolver (revenue - expenses)
- Add carbon_sequestration_tonnes resolver (carbon_credit.current_sequestration_tonnes)
- Add carbon_credit_value_usd resolver (available_tonnes * pricing_usd_per_tonne)

- ecological_modeling: filter model_runs, populations, energy_flows, soil_inputs by period
- trophic_pyramid: filter species_by_trophic by period
- pest_management: filter pest_trends and biocontrol by period
- resource_efficiency: filter resources and harvest by period

- ingest_signal: content_hash dedup within configurable time window
- ingest_signal: auto-classify by keyword overlap against threat names
- CLI: use SignalIngestor class instead of raw SQL, add --location-id
- Migration 345: add content_hash column + index to threat_signal

- update_roadmap: validate status transitions against allowed graph
- review_roadmap: require reviewed_by, enforce submitted-only review
- Define valid transitions: draft→submitted, submitted→approved/rejected, approved→superseded, rejected→draft