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Hi everyone, we are welcoming Brian Carpio for this weekends free 11:00AM AI Meetup at TechAlley. Brian argues that the bottleneck for useful enterprise AI isn't the model — it's the context around it. He explains how to pair "immune-system" ADRs with an organizational RAG layer on Amazon Titan embeddings and S3 Vectors, so patterns compound across teams.

Brian walks through embeddings and semantic search, a Spring Pet Clinic case study where three markdown files fixed AI's output, and a self-improving feedback loop where each AI failure becomes a permanent ADR. He demos a "code maps" pattern that turns existing repos — including legacy COBOL, ABAP, and modern serverless stacks like RetrieveIT.ai — into queryable knowledge that can auto-generate missing ADRs from production code. The deck closes with the cost economics of cached shared context at scale, an honest take on when the methodology doesn't fit (tiny teams, pure greenfield), a fine-tuning vs. context-engineering contrast, and a call to "codify understanding the way you codified infrastructure," reframing onboarding as "ask the codebase anything."

Don't miss this one! It is a value packed presentation. Click RSVP to see venue details.

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