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AI Implementation

Practical guides for building and deploying AI solutions.

AI Implementation
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AI Agents in Business: A Strategic Perspective

AI agents are moving from research demos to enterprise deployments. A strategic framework for deciding when agents make sense, assessing organizational readiness, and building governance before scaling.

Common AI Implementation Mistakes: 7 Lessons

Seven hard-won lessons from AI projects at Polish companies. The patterns that kill AI initiatives are rarely technical -- they are organizational, political, and cultural. Here is what I have seen go wrong and how to avoid it.

From AI Pilot to Production: The Organizational Playbook

Most AI pilots never reach production. The gap is not technical -- it is organizational. A playbook for moving AI projects from proof-of-concept to deployed systems that deliver measurable value.

Building a Production RAG: Architecture, Chunking, and the Subtle Science of Context

Lessons from building and maintaining production RAG systems -- covering architecture decisions, chunking strategies, metadata discipline, and the operational realities that tutorials skip.