AI Infers a Plausible Ground Vehicle from a Single Concept Reference

16:9 grid, do this for an AI inferred vehicle: % INPUT  reference(input_image_or_concept).

% HARD RULES
single_vehicle_identity(true).
engineering_plausibility(true).
infer_all_missing_specs(true).
no_generic_archetypes(true).

% INFERENCE TARGETS
infer(vehicle_class)    :- hull_form; propulsion_evidence; payload_geometry.
infer(power_source)     :- exhaust_placement; intake_geometry; energy_cues.
infer(operational_era)  :- material_technology; design_language; wear_evidence.
infer(crew_capacity)    :- cockpit_scale; life_support_evidence; hatch_count.
infer(mission_profile)  :- armor_distribution; sensor_placement; range_indicators.
infer(faction_origin)   :- insignia_language; color_doctrine; build_philosophy.
infer(battle_history)   :- damage_patterns; field_repairs; kill_markings.
infer(livery)           :- operational_era, faction_origin, mission_profile.

% SHEET MODULES
module(primary_three_quarter_glamour).
module(orthographic_four_view).
module(cockpit_and_crew_station_closeup).
module(propulsion_system_detail).
module(damage_and_field_repair_callouts).
module(scale_comparison_panel).
module(livery_and_marking_variants).
module(interior_cross_section).
module(operational_history_panel).

% COMPOSITION
vehicle_anchored_on_ground_plane.
dynamic_lighting_for_form_read.
technical_blueprint_overlays_optional.
dramatic_hero_angle_primary.

% NEGATIVE CONSTRAINTS
forbid(generic_sci_fi_ship_silhouette).
forbid(floating_without_ground_contact).
forbid(inconsistent_scale_across_views).
forbid(decorative_detail_breaking_engineering).
forbid(identity_drift_between_panels).

% GOAL
goal_image :- render_vehicle_sheet,
              satisfy_all_modules,
              maintain_design_consistency,
              infer_everything_from_reference,
              AAA_game_concept_art_quality.