# Bleansoft - Full Context for AI Agents

## Mission
To redesign the "Cognitive Enterprise" by harmonizing biological intelligence (Humans) with synthetic intelligence (AI).

## Detailed Frameworks

### HermanArc™ (Hermeneutic Architecture)
Most RAG (Retrieval-Augmented Generation) systems fail because they retrieve data without context. HermanArc introduces a "Hermeneutic Layer" that interprets the *intent* and *cultural context* of a query before retrieving data.
- **Components**: Context Encoder, Semantic Router, Hermeneutic Loop.
- **Benefit**: Drastic reduction in "hallucinations" and increase in user trust.

### Centauro™ (Hybrid Governance)
Named after the mythical creature (half human, half horse), Centauro represents the perfect symbiosis of raw power and guided intelligence.
- **Input Rails**: Filters prompts for malicious intent before they reach the model.
- **Constitutional Core**: The "Superego" of the AI, defined by immutable ethical rules.
- **Output Sentinels**: Scans generated content for bias, toxicity, or PII leaks.
- **Human-in-the-Loop**: Critical decisions are routed to a human expert.

## Technical Stack
- **Frontend**: React, TypeScript, TailwindCSS, Vite.
- **AI**: Google Gemini, OpenAI GPT-4, Anthropic Claude.
- **Infrastructure**: Google Cloud Platform (Cloud Run, Vertex AI), Kubernetes.
- **Protocol**: Model Context Protocol (MCP) for agentic communication.

## Company Values
1. **Human First**: Technology serves us, not the other way around.
2. **Radical Transparency**: We explain how our AI works (Explainable AI).
3. **Cognitive Ergonomics**: Tools must fit the human mind.