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How AI Models Access Knowledge: A Look at Retrieval Augmented Generation

https://retrievalaugmentedzone.northvaledigest.com/posts/how-ai-models-access-knowledge-a-look-at-retrieval-augmented-generation

Think of a librarian who doesn't just guess what books say but actually pulls them off the shelf to quote. That's retrieval augmented generation: AI models pairing their training with real-time database lookups to give you accurate, sourced answers instead of pure guessing.

How to Approach AI Risk Assessment for Responsible Adoption

https://getairiskassessmentlife.evergrovio.com/posts/how-to-approach-ai-risk-assessment-for-responsible-adoption

Before diving headfirst into AI tools, take a step back to map out where things could go wrong. Start by listing all the ways a model might produce biased, inaccurate, or harmful outputs in your specific context. Then, rank those risks by likelihood and potential impact—remember that even low-probability catastrophic failures deserve serious thought. Finally, build in concrete safeguards like human review loops, input validation, and clear fallback procedures. The goal isn't to eliminate every…