Der Process

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Normal AI engines vs. parsers vs. Narraboros
Feature Normal AI engines (e.g. AI Dungeon) Classic parser adventures (e.g. Inform 7) Narraboros (Neuro-Symbolic Engine)
Memory & Logic
  • Based only on the “Context Window” of the LLM.
  • Massive memory drift with long texts.
  • The AI often forgets items, people or places.
  • Frequent hallucinations of things that never happened.
  • 100% rigid hard logic.
  • The system doesn't forget anything as long as the code is error-free.
  • No hallucinations possible.
  • The MySQL database is the irrefutable truth.
  • No chat history, instead structured snapshots per round.
  • No memory drift and absolute object permanence.
Input & Freedom
  • Completely free text input.
  • The AI understands almost everything.
  • Often leads to absurd or nonsensical situations.
  • Strict parser that requires exact commands (e.g. "take key").
  • Synonyms or complex sentences result in "Command not recognized".
  • Often frustratingly rigid.
  • Real Natural Language Actions: Free, verbatim writing.
  • Gemini interprets the intention, Laravel validates the logic.
  • Builds something interesting from any text input.
Rules & God Mode
  • Sycophancy: The AI mostly says "Yes and Amen".
  • Players can use “God Mode” and wish for anything.
  • Quickly leads to boredom due to lack of challenge.
  • Strict, unchangeable rules.
  • If something has not been programmed, it does not exist.
  • Players must find exactly the predicted solution path.
  • No God Mode! The engine gives objections.
  • If you don't have a lightsaber in the database, you don't have one.
  • It is precisely these contradictions and the logical failure that keep the story exciting.
Chance & Immersion
  • The LLM “estimates” probabilities.
  • Often inconsistent pacing.
  • Little influence on the actual mechanics in the background.
  • Real RNG (Random Number Generator) in the code.
  • Mechanics are often presented to the player in a very dry manner.
  • The LLM is given real random values/entropy from Laravel.
  • No numbers or states visible (except in special LitRPG scenarios).
  • The mechanics remain invisible, everything is built in narratively and immersively.