Procedural Generation

Seeded algorithms, noise functions, and constraint propagation define replayable content generation. Do not paste inline algorithm tutorials — load the MANDATORY scripts below.

NEVER Do in Procedural Generation

• NEVER generate chunks on the Main Thread — Proc-gen is CPU intensive and causes frame-rate spikes. Use WorkerThreadPool or a background Thread to keep the UI responsive.
• NEVER query FastNoiseLite every frame — Sampling noise per frame (especially in _process) is a massive waste. Generate your map into an Image or Array once and sample from memory [NoiseSampling].
• NEVER use randi() for reproducible seeds — Always store and reuse a specific seed within your random number generator (RandomNumberGenerator.new()) to ensure consistent world generation.
• NEVER use pure randomness for object placement — Pure random (white noise) causes clumping and overlapping. Use Poisson Disk Sampling or Jittered Grids for natural-looking distributions.
• NEVER forget to bound your loops — Procedural loops (like WFC or Cellular Automata) can easily enter infinite states if constraints are impossible. Always include a max_iterations safety break.
• NEVER instantiate nodes directly from proc-gen threads — You cannot touch the SceneTree from a worker thread. Generate the data in the thread, then notify the Main Thread to handle add_child().
• NEVER use complex WFC for simple layouts — Wave Function Collapse is powerful but overkill for simple paths. Use Drunkard's Walk or BSP for lightweight structured layouts.
• NEVER rely on TileMap.set_cell() for large-scale updates — Updating 10,000 cells individually is slow. Prepare a TileMapPattern and use set_pattern() or set_cells_terrain_connect() for batch updates.
• NEVER forget to bake Navigation at the end — Procedurally generated worlds need their navmeshes rebaked at runtime or the AI will walk into walls.
• NEVER ignore data serialization — If you generate a world, you must be able to save the seed and any player modifications. Don't try to save the entire raw chunk state if avoidable.