in Devops / Security on Container security, Kubernetes, Devsecops, Docker, Shift left, Supply chain security
Container security has a reputation problem. Most teams treat it as a checkbox — run a scanner, review a report, ignore 90% of the findings because there are too many to fix, ship the container anyway. This approach provides the feeling of security without the substance of it.
in Ai / Software engineering on Llm, Ai engineering, Structured outputs, Production ai, Prompt engineering, Ai architecture
Building an LLM demo takes an afternoon. Building an LLM-powered product takes a completely different mindset. The gap between “I got it working in a Jupyter notebook” and “it’s running reliably in production serving 10,000 users” is enormous — and most of the difficulty isn’t in the AI part. It’s in applying software engineering discipline to non-deterministic systems.