engine.init({ mode: "recursive" })
agent.reason(depth=∞)
model.deploy(scale="auto")
fractal.compute(unity=true)
sr1.iterate(cycles=X)
desky.build(interface=auto)
sparky.outreach(leads=all)
Research

X-Reasoning

X-Reasoning: Pushing AI Cognition to Exponential Heights

Feb 7, 2025
15 min read
0%
~1 min

X-Reasoning combines Synthetic Recursive Reasoning (SRR) with Deep Reasoning for exponential expansion of cognitive capacity.

Modern AI systems have made remarkable progress in natural language processing and problem-solving. However, even the most powerful large language models remain limited by a single-pass inference mechanism.

What is X-Reasoning?

X-Reasoning is a sophisticated cognitive framework that integrates:

  1. Synthetic Recursive Reasoning (SRR): Enforces a recursive loop compelling iterative refinement
  2. Deep Reasoning: Models inherently trained for extended and continuous iteration

The Mathematics of Exponential Cognition

X-Reasoning operates on both depth and breadth, with each recursive cycle expanding the model's reasoning multiplicatively, leading to exponential growth in cognitive capacity.

Benefits and Applications

  • Enhanced Decision-Making
  • Autonomous Operation
  • Versatility Across Domains
  • Stepping Stone Toward AGI