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Annotation Disagreement: Diagnose Before Adjudicating
Two annotators, two boxes, one partly hidden object. Which becomes ground truth is the second question. The first is why they differ.
Read the analysisProduction AI, from the data up
Analysis for teams that build and run AI systems: data engineering, infrastructure, agent evaluation, and regulation.
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Data Engineering Collection, annotation, evaluation, and the pipelines behind production-ready models. Compliance & Regulation What the EU AI Act, GDPR, provenance, and procurement controls require in practice. Agentic AI How to evaluate and operate agent systems in production. Sovereign Infrastructure Runtime, retrieval, and serving decisions behind production AI systems.
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Annotation Disagreement: Diagnose Before Adjudicating AI Email-to-CRM Workflows: Demo to Production Knowledge Assistants: Policy, Permission, Version Writing a Video Data Collection Specification How to De-Identify Audio Data Under HIPAA Improving Whisper for European Languages
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