Topic · 2026-06-02
When should an enterprise assistant call tools through MCP?
A discussion thread on using Model Context Protocol for live systems of record instead of stuffing case data into every prompt.
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Discussion
Open questions on architecture, applied AI, and hiring. Comments from practitioners and hiring managers are welcome.
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Topic · 2026-04-21
RAG vs fine-tuning for policy-heavy domains
Open issue: when retrieval and citations beat fine-tuning, and when they do not, for regulated knowledge.
Topic · 2026-01-09
What actually transfers from 14 years on a cloud control plane
A topic for engineers and hiring managers: which Oracle-era habits still matter on Spring Boot and AWS, and which should be left behind.