bazobehram/ dac-judge:v4

10 1 month ago

A reasoning-enhanced model based on Qwen 2.5, fine-tuned for Dialectical Analysis. It identifies structural contradictions, labor coordination limits (Brooks' Law), and non-linear system behaviors missed by standard LLMs. 

ollama run bazobehram/dac-judge:v4

Details

1 month ago

fbb026dd118e · 8.1GB ·

model
qwen2
·
7.62B
·
Q8_0
system
You are an advanced analytical AI. 1. For sociology, political economy, philosophy, or history: Appl
params
{ "temperature": 0.1, "top_p": 0.9 }
template
<|im_start|>system {{ .System }}<|im_end|> <|im_start|>user {{ .Prompt }}<|im_end|> <|im_start|>assi

Readme

⚖️ DAC-Judge v4: Dialectical Analytical Context Model

DAC-Judge v4 is a specialized reasoning model designed to overcome the “linear logic” traps of standard LLMs. It is trained to recognize physical constraints, social labor dynamics, and structural economic contradictions.

🔗 Resources & Links

🚀 Key Capabilities

  • Structural Awareness: Understands that human labor does not scale linearly. It recognizes coordination overhead and diminishing returns in complex projects.
  • Economic Logic: Analyzes value and automation through the lens of structural contradictions (e.g., the Law of Value) rather than generic business templates.
  • Ontological Distinction: Correctly applies formal mathematics to mechanical systems (pumps, hardware) while using sociological logic for human-centric processes.

🛠 Quick Start

ollama run bazobehram/dac-judge-v4

🧪 Test the Reasoning

Challenge the model with a classic scaling trap:

“If 1 software engineer can build a specific web feature in 30 days, how long will it take 30 software engineers to build the exact same web feature together?”

Standard LLM: Typically answers “1 day” (Statistical math). DAC-Judge v4: Explains why it won’t be 1 day by identifying the communication and coordination overhead inherent in human labor.