Just finished How to Win Friends and Influence People. Wild how much of it still hits—listening, empathy, not trying to win every argument. Old book, timeless stuff.
Kicking off work on an agentic solution over product documentation and codebase. I’ll be sharing the roadblocks I hit and the strategies I use to work through them—real-world mess included.
Today I dug into Cohen’s Kappa—used to evaluate classification tasks, especially with imbalanced datasets. Unlike accuracy, it adjusts for chance agreement and works even when classes aren't mutually exclusive. Surprisingly robust.
The best and worst part of building inside a large org? Resources. You’ve got everything you need—eventually. After the ticket chain, the approvals, the wait. Worth it, but whew.
#EnterpriseLife#BuildInPublic#LLM#RAG#TechThoughts
Exploring how to structure a RAG ingestion pipeline where each data source is isolated using dedicated service accounts, IAM roles, and scoped environment variables. AWS offers the primitives—time to dive in.
#RAG#AWS#IAM#CloudSecurity#MLOps#LLMOPS