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Exploring data quality and related topics

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AI and Data Quality: The $12.9 Million Problem and How Training Data Poisons Your AI

January 14, 2026 · 9 min read

AI doesn't create garbage; it recycles your mess at warp speed. How bad data poisons AI at the training and prompting stages, and what you can do about it.

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AI/ML Data Quality Production Best Practices

AI and Data Quality: RAG Systems, Context Engineering, and the Governance Layer

January 14, 2026 · 13 min read

How RAG systems and context engineering can poison your AI, plus the governance layer and action plan to fix data quality across your entire pipeline.

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AI/ML Data Quality Production RAG Best Practices Governance

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AI AI Agents AI Architecture AI/ML Agent Harness Agents Anthropic Architecture Automation Best Practices Blockchain Career Claude Data Quality Development Engineering Eval Generation Feedback Loops Gemini Governance LLM LLM API Leadership MLOps OpenAI Production Production AI Prompt Engineering Python RAG Security Self-Improving AI Structured Prompting Supply Chain Testing Versioning npm

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AI Advisor performing architecture and design responsibilities for intelligent, enterprise-scale solutions. Writing about agentic systems, prompt engineering, and the future of AI.

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