Writing
Journal
Writing, experiments, observations, and things learned along the way.

- Resume Engineering: What Actually Deserves Space?Practical thumb rules for making a technical resume sharper through clear positioning, defensible evidence, selective metrics, and deliberate subtraction.
- How Do You Know an AI Workflow Is Actually Working?A working demo is not the same as a reliable AI system. Evals, traces, failure analysis and regression testing help reveal what happened inside a workflow, where it failed and whether a change actually improved it.
- From Prompt to Action: Anatomy of a Reliable AI WorkflowAn LLM is only one layer of a useful AI product. This article breaks down the surrounding architecture—context, structured outputs, deterministic validation, state, tools and logging—that turns model capability into a working software system.