TECHNICAL REPORTS / TR-2025-29

v1.0.0

Comparative Reasoning Systems

Evaluation of multi-step reasoning frameworks: FocusOS ACL reasoning vs. deep reasoning models (Google Deep Think, DeepSeek R1, Pathway Deep Research).

Report ID

TR-2025-29

Type

Technical Analysis

Date

2025-11-24

Version

v1.0.0

Authors

Comparative Research Team

ABSTRACT

We compare reasoning architectures: FocusOS ACL reasoning (ReasoningRouter and Python brain modules) and contemporary deep reasoning models. Analysis covers activation mechanisms, reasoning depth, and integration patterns.

KEYWORDS

ReasoningEvaluationBenchmarks

DOCUMENT STRUCTURE

This report follows the Thynaptic House Style Guide v1.0 structure:

  1. 1.Introduction
  2. 2.Architectural Context
  3. 3.Methodology
  4. 4.Evaluation Results
  5. 5.System Behavior Analysis
  6. 6.Limitations
  7. 7.Forward Research Trajectories