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Is multi-turn reasoning broken?
ByRicardoEverybody assumed reasoning fashions would fail the apparent means. A mannequin commits to one thing in flip two, contradicts it in flip 9, and also you catch it. Clean, detectable, patchable. Grab a consistency checker, add some grounding, and transfer on. A paper offered on the Why your present verification stack is flying blind The…
Unpacking the craft of an applied machine learning product manager
ByRicardoA while back, I was reviewing results from a new machine learning (ML) model that looked perfect on paper. Every metric glowed green – accuracy was up, predictions were faster, errors were down. But once the model powered real user experiences, something felt off… The results were impressive, but the experience didn’t feel better. The page was smarter but…
How to turn shadow AI into a safe agentic workforce: Lessons from Barndoor AI
ByRicardoAt most enterprises proper now, AI adoption has a unusual break up persona. On the floor, there are the sanctioned initiatives: a strategic LLM partnership, a vendor-led pilot, and a few fastidiously worded coverage paperwork. Underneath, there’s the true exercise. Engineers quietly join AI purposes to enterprise information and SaaS instruments utilizing the mannequin context…
Agentic AI: The pathway architecture to GenAI
ByRicardoI’ve spent twenty years shifting between company work and startups, and what retains drawing me again is a timeless query: how will we use data, and the way will we construct instruments that assist us assume higher? That’s what I would like to discover right here – For skilled recommendation like this straight to your…
25 AI engineers you should be following in 2026
ByRicardoYour X/LinkedIn feed is a product. What you put in is what you get out, and if most of what you’re ingesting is founder bulletins and AI hype roundups, you’re basically working your skilled growth on vibes. The engineers beneath are the individuals who really form how this expertise works: they publish the analysis, ship…
Reimagining UI/UX education for AI and neuroinclusion
ByRicardoUI/UX education and real-world practice no longer move in step. While current work in interaction design wrestles with cognitive load, agentic systems, and neuroadaptive feedback loops, many programs still circle around layout, typography, and polished screens. The gap is not only about outdated syllabi. It sits in the systems that run schools, the assumptions baked…
