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The AI-ready data platform for real AI execution, taking data from diagnosis to release and binding.

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LLM Capsule Context-preserving data layer for AI DTS AI-ready data transformation engine
LLM Capsule

Runner-up at T-Challenge 2026

LLM Capsule named runner-up in the Deutsche Telekom & T-Mobile US global innovation program.

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Building the missing layer for enterprise AI. CUBIG is building the operational data layer that helps enterprises turn sensitive, fragmented, and unusable data into AI-ready, operable data.

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Glossary

What is State Diff / State Comparison?

State Diff or State Comparison refers to the process of identifying meaningful differences between two data states or execution states. It helps teams determine which changes may have affected AI behavior or output.

← Previous Stable Diffusion Next → State Versioning

Related Glossaries

  • Prompt Engineering Prompt engineering refers to the practice of designing effective inputs for AI models, particularly large language models, to achieve desired responses. It optimizes AI interactions in applications such as chatbots, content generation, and automated reasoning.
  • Data Protection Directive The Data Protection Directive (95/46/EC) was a European Union directive that set data protection standards before being replaced by GDPR. It established rules for processing personal data within the EU, ensuring data privacy and free movement of information while maintaining…
  • Context-Preserving Data Layer A context-preserving data layer is the component that sits at the boundary between an organization’s sensitive data and an AI model. It protects sensitive values before they reach the model…
  • Prompt Anonymization Prompt Anonymization refers to the process of transforming identifiable elements in a prompt before it is sent to an external language model. Its purpose is to preserve task intent while reducing direct exposure of original identifiers.
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