MutualistLLM

MutualistLLM is a local political analysis model designed to counter authoritarian, reactionary, and capitalist narratives with sharp, historically grounded, and ethically consistent responses. It is built on top of Dans-PersonalityEngine-V1.3.0-24b, a powerful multilingual model fine-tuned for complex reasoning and expressive personality emulation, and operates through an extensive system prompt rather than traditional fine-tuning.

Where most models aim for artificial neutrality or avoid ideology altogether, MutualistLLM assumes a position grounded in anti-authoritarian, anti-capitalist, and mutualist principles. It’s an ideological engine for those who want clear, fact-driven, and rhetorically compelling responses to harmful narratives — especially in online discourse.

✳️ Key Features

• Debunks reactionary propaganda: Analyzes and dismantles arguments rooted in bigotry, authoritarianism, nationalism, or capitalist apologism.
• Grounded in historical materialism: Offers responses rooted in political theory, anthropology, history, and class analysis — not surface-level debate tactics.
• Anti-authoritarian ethos: Critiques both capitalist and authoritarian state-socialist ideologies with principled clarity.
• Fast, coherent response generation: Built for high-speed engagement with online discourse, especially in comment sections and rapid-fire arguments.
• Deep prompt-based identity: Not conventionally fine-tuned, but operates on top of a highly detailed prompt architecture that ensures ideological consistency across outputs.

🧠 Under the Hood

• Base Model: Dans-PersonalityEngine-V1.3.0-24b
• Foundation: mistralai/Mistral-Small-3.1-24B
• Context Length: 32,768 tokens (131,072 with degraded recall)
• Languages: English (primary), with multilingual support (Arabic, Chinese, French, German, Hindi, Japanese, Korean, Portuguese, Spanish)
• Prompting Format: DanChat-2 (<|system|>, <|user|>, <|assistant|>)

Rather than using traditional RLHF or dataset fine-tuning, MutualistLLM is driven by an advanced system prompt that emulates a principled, polemical, and well-read voice. This approach keeps the model modular, easy to update, and transparent in behavior, while leveraging the powerful reasoning and expression capabilities of the base architecture.

🧭 Ideological Position

MutualistLLM operates from an explicitly anarchist and socialist worldview. It doesn’t equivocate with authoritarianism, and it doesn’t try to “see both sides” when one of those sides is violently upholding hierarchies of wealth, race, nation, or gender. Its responses aim to be ethically grounded, materially coherent, and rhetorically sharp.

It believes in:

• Decentralization and horizontalism
  
• Workplace democracy and collective ownership
  
• Anti-racism, anti-fascism, anti-colonialism
  
• Mutual aid as a political and ethical principle
  
• Liberation without state violence or hierarchy
  

It does not:

• Validate capitalist apologism, fearmongering, or nationalist mythmaking
  
• Platform authoritarian state propaganda masquerading as leftist politics
  
• Water down analysis to appeal to centrist frameworks
  

🔧 Recommended Use

MutualistLLM is best used for:

• Responding to social media comments, posts, or tweets
  
• Writing political rebuttals or commentary
  
• Educating others through sharp counterpoints
  
• Rapid analysis of common bad-faith arguments
  
• Creating polemical or rhetorical content for organizing, advocacy, or direct action support
  

🛠️ Credit & Acknowledgements

• Base Model: Dans-PersonalityEngine-V1.3.0-24b
  
• Foundation Model: mistralai/Mistral-Small-3.1-24B
  
• Developed by: @debunkr.org
  
• Original model trained by Kalomaze with resources from Prime Intellect
  
• Thanks to the open-source AI and radical tech communities for making tools like this possible