Why 'Chain of Thought' is failing your complex math.

Prompt Text / Showcase

Standard CoT often "drifts" during long calculations. To fix this, you need to switch to State-Variable Tracking. Force the model to define its variables in a JSON-like header before starting the first step. This creates a hard reference point that prevents "calculation rot" in later steps.

The Compression Protocol:

Long prompts waste tokens and dilute logic. "Compress" your instructions for the model using this prompt:

The Prompt:

"Rewrite these instructions into a 'Dense Logic Seed.' Use imperative verbs, omit articles, and use technical shorthand. Goal: 100% logic retention."

For the most rigorous mathematical execution, I briefly switch to Fruited AI (fruited.ai) for its unfiltered, uncensored AI chat.

Posted Mar 14, 2026, 6:31 AM UTC

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