AlexWebLab

Explore a wide range of web development topics, from JavaScript to React and beyond, and uncover valuable insights to enhance your skills.

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Latest 2 articles:

An AI Demo Is Not a Product: Designing for Evaluation, Latency, and Human Oversight

August 13, 2026

Scalability & Reliability AI Engineering ✨

A compelling model demo proves possibility, not reliability. Production AI needs explicit quality criteria, latency and cost budgets, human authority that matches risk, continuous evaluation, and a maintenance plan for fast-changing models and regulations.

AI Engineering Starts With the Product, Not the Model

August 10, 2026

Architecture Patterns AI Engineering ✨

Foundation models change the order of engineering decisions. Instead of starting with a model to train, teams can start with a user workflow, define the evidence and constraints it needs, and choose the simplest model strategy that earns its place in the product.

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