Humanizer.com - Post-Social Network Tools
Humanizer.com offers software for the world after conventional social feeds: utilities that strip a story down to its core ideas and let you re-tell it—allegorically and bias-free—inside any fictional frame you choose. Rather than scheduling posts or chasing likes, these tools use AI-guided narrative deconstruction and projection to help you examine assumptions, experiment with new perspectives, and conduct reflective, meaning-first research on your own writing or data. Think of them as instruments for intentional storytelling in the emerging “post-social media era,” where allegory and re-authoring replace engagement metrics as the measure of value

https://github.com/temnoon/lamish-projection-engine

Lamish Projection Engine: Enbling Essence Through Fiction

Transform narratives through allegorical projection and Socratic dialogue

The Lamish Projection Engine is an AI-powered system that transforms any narrative into allegorical representations while preserving the essential meaning. By separating a story's core from its surface presentation, LPE reveals universal patterns and enables cross-cultural understanding.

How It Works

Three-Layer Transformation:

  1. Persona: The perspective or voice telling the story (philosopher, critic, advocate, storyteller, neutral)
  2. Namespace: The conceptual universe for the allegory (lamish-galaxy, medieval-realm, corporate-dystopia, natural-world, quantum-realm)
  3. Style: The linguistic expression (academic, poetic, technical, casual, standard)

Processing Pipeline:

1. Deconstruct - Break down the narrative structure

2. Map - Translate elements into the chosen namespace

3. Reconstruct - Rebuild as allegory in new context

4. Stylize - Apply appropriate linguistic expression

5. Reflect - Generate insights about the transformation


Core Features

🎭 Allegorical Projections Transform any story through different lenses while maintaining its essential meaning. A corporate deadline becomes a cosmic exploration challenge, a personal conflict becomes a medieval quest.

🤔 Maieutic Dialogue Interactive Socratic questioning that helps discover deeper insights about your narrative before transformation. The system asks thoughtful questions to reveal assumptions and uncover universal themes.

🔄 Round-trip Translation Analysis Analyze how meaning changes when stories pass through different languages, revealing what gets preserved, lost, or gained in translation.

🤖 Multi-Provider AI Support Works with OpenAI, Anthropic, Google Gemini, and local Ollama models, with automatic fallback and secure credential management.

Applications

- Cross-cultural communication

- Express ideas through universally understood patterns

- Creative writing

- Explore stories from multiple perspectives

- Educational analysis

- Understand narrative structure and bias

Content adaptation

- Retell stories for different audiences while preserving meaning

The engine runs locally on your machine with a simple web interface, ensuring privacy while providing powerful narrative transformation capabilities.