# The Operating System Manual for AI-First Companies

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# The Operating System Manual for AI-First Companies

Frameworks, guides, and research for modern AI automation. From practitioners for practitioners.

All ArticlesFundamentalsUnderstanding the ProblemDiscovering SolutionsOSIRIS in Detail

AllFrameworksGuidesResearchCase StudiesFrom Medium

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Framework

For Customers

Knowledge Graphs vs. Vector RAG: The Fundamental Difference

When graph methods beat classic RAG, when they do not, and what the benchmarks actually measure.

5 min read1381 views

Intermediate







](/en/wissen/framework/knowledge-graphs-vs-vector-rag)

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Framework

For Customers

The 8 Fundamental Weaknesses of LLMs

Why ChatGPT, Claude and Co. are not production-ready on their own - and what you can do about it.

9 min read1387 views

Beginner







](/en/wissen/framework/llm-schwaechen)

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Research

For Customers

The Aprixity Thesis: 2026-2030

Our scientific forecast for the future of AI-First transformation. Why determinism and transaction velocity determine success.

2 min read1362 views

Expert







](/en/wissen/research/aprixity-these-2026)

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Framework

For Customers

MECE for LLMs: Structuring Principle for Precise AI Prompts

Learn how the MECE principle from consulting structures your LLM prompts and improves AI outputs.

1 min read1372 views

Intermediate







](/en/wissen/framework/mece-fuer-llms)

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Framework

For Customers

The 5 Dimensions of a Complete AI System

A MECE framework for evaluating and planning AI architectures. What capabilities does a system need to be truly intelligent?

3 min read1371 views

Intermediate







](/en/wissen/framework/fuenf-dimensionen-ki-system)

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Research

For Customers

From Gut Feeling to Graph: How to Automate High-Touch Processes Without Losing the Human Element

A case study from Premium Real Estate. Why traditional automation fails with complex, relationship-intensive processes – and how a semantic Intelligence Layer solves this.

5 min read990 views

Expert







](/en/wissen/research/vom-bauchgefuehl-zum-graphen)

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Framework

For Customers

What is GraphRAG? The Hybrid Approach Explained

How GraphRAG connects knowledge graphs with RAG, where the advantage is measurable and where it is not.

4 min read1360 views

Intermediate







](/en/wissen/framework/was-ist-graphrag)

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Guide

For Customers

MCP Explained: The Model Context Protocol for LLM Integration

MCP is the open standard for LLM-to-tool communication. How it works and why it matters.

3 min read1358 views

Tech Beginner







](/en/wissen/guide/mcp-model-context-protocol)

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