In the past weeks I’ve been working on an Oncology Forecasting prototype built with Oracle APEX + Autonomous Database (ADB). The goal is straightforward (but very powerful): let business users define a scenario (country, indication, time horizon, epidemiology assumptions, products…), run the forecast, and then explore the results. The real challenge is not only computing […]
Pull Requests are where good engineering habits either level up… or quietly get replaced by “LGTM, ship it.” You open a PR. You do the responsible things: Then your reviewer asks: What happens if the uploaded filename contains weird Unicode? And you realize the truth we all share: PR reviews are human-scaled. Attackers are not.
I let two AIs review my PRs: One breaks my fastAPI code, the other fixes It Read More »
Lately my feed is full of posts claiming that TOON cuts LLM token usage by 30–60% and that JSON is basically “legacy bloat”. As someone who spends her days helping customers bring AI into production at Oracle, I was curious… but also a bit skeptical. So instead of arguing in the comments, I opened a
JSON vs TOON: Is your data format really the problem? Read More »
My findings after comparing two powerful AI Assistants Over the past few days, I’ve spent some time investigating DeepSeek, a relatively new AI model, and comparing it to ChatGPT, one of the most established AI assistants. Both models have their strengths and weaknesses, but they cater to slightly different needs. In this article, I’ll share
ChatGPT vs DeepSeek: Key Differences and Hands-On Experiments Read More »
