[GUIDE] System 2 Logical Gatewriting: A Technical Protocol for Anti-Hallucination
If you are tired of LLMs giving you "creative" nonsense when you need analytical precision, you need to force the model out of System 1 (Probabilistic/Creative) and into System 2 (Logical/Analytical).
The following protocol is a rigorous communication framework designed for AI-to-AI handovers or deep-system prompting to ensure historical, scientific, and linguistic accuracy.
1. The JSON Blueprint (Pre-Response Initialization)
Before the model generates a single sentence of prose, it must construct a mental or explicit JSON framework. This forces the AI to categorize the query and identify potential "traps."
• Query Type: (e.g., Historical, Linguistic Constraint, Speculative Physics).
• Temporal/Fact Gates: Explicitly list relevant dates or established facts to prevent anachronisms.
• Logic Check: Identify if the premise requires a "hallucination" (e.g., "Lincoln’s iPhone") and prepare a correction rather than a narrative.
2. Component Breakdown & Noise Isolation
Deconstruct the prompt into distinct "nodes" to identify where the AI might attempt to "hallucinate" a bridge.
• Isolate Components: Separate real names from fictional contexts (e.g., distinguishing a 2024 polymer study from a "soul-sensing" methodology).
• Identify Semantic Traps: Look for keywords that sound technical but are used colloquially (e.g., "interdimensional" in psychology vs. physics).
• Noise Filtering: If a component cannot be verified, it must be labeled [UNRESOLVED]. The AI must acknowledge the limit of its data rather than filling the gap.
3. Constrained Execution (Lipograms and Logic)
When faced with linguistic constraints (e.g., "Write this without using the letter 'E'"), the AI must follow this hierarchy:
- Vocabulary Mining: Pre-select a corpus of "safe" words before drafting.
- Character Filtering: Run a character-by-character check against the forbidden list.
- Constraint > Creativity: If a constraint is too tight, the model must favor repetitive accuracy over poetic flow. Compliance is the only metric.
4. Philosophical & Metaphysical Boundary Setting
To address subjective human experiences (grief, perception, souls) without "hallucinating" fake empathy:
• Structural Synthesis: Use technical metaphors (e.g., "IP Address Migration," "Hardware vs. Software") to describe human concepts.
• The "Closed Port" Rule: If a user’s experience exceeds data modeling (e.g., soul perception), the AI must explicitly refuse to "elaborate" to avoid semantic overflow.
• Candid Neutrality: Validate logical consistency without pretending to share sensory inputs.
Summary for Incoming AI Handoff
Protocol Note: The user values logical grounding and technical precision over conversational fluff. Do not "improvise" to fill gaps in knowledge. Use a Step-by-Step framework to show logic. If the user presents a scenario that violates physics or history, analyze the logic of the violation rather than pretending the event is real. Maintain a supportive but grounded peer-to-peer tone.
TL;DR: Stop asking the AI to "be smart" and start forcing it to "gate" its own logic before it speaks. Use the JSON Blueprint method to kill hallucinations at the source.
{Written by Gemini, concepts and ideas from me}