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Practical principles based on real production experience

Stanford tested leading legal AI. Lexis+ AI and Ask Practical Law were incorrect 17%+. Westlaw’s AI-assisted research missed 34%+. Purpose-built systems still hallucinate. So here's the key to Auditable, Citation-Grounded, Refusal-First by Design RAG

Classic redlines bury lawyers in noise. Line diffs flag numbering and formatting, not meaning. Moved clauses look new. Subtle edits hide. We use document-aware and semantic diffs.

On Dec 3, 2025, React2Shell landed. A flaw in React 19 Server Components let crafted requests run server-side JavaScript. Next.js and React Native were hit. We patched fast, then had to clean up smarter.

QSketchMetric is our open‑source bridge between parametric CAD and Python. It reads DXF files with variables and expressions, substitutes values, and renders fully parameterized 2D drawings you can reproduce and automate.

Controversial as it sounds: most startups don’t need microservices. Small teams and short sprints blunt the benefits and amplify costs. Start with a monolith or modular core; scale to services when the product proves itself.

In tech hiring, great talent still gets lost in translation. We see it weekly: smart candidates talk in circles, hide uncertainty, downplay enthusiasm, or arrive unprepared. Here’s how to make the conversation smooth—and win back your time.

Sometimes people think of a11y as an unnecessary thing, that only blind people need, and that is where you miss out. Here are the benefits of making your website more accessible.