Generative AI coding tools are often pitched as smart assistants: handy for scaffolding features or unblocking you on unfamiliar APIs, but not something you’d trust with a production system. One recent experiment with Google AI Studio and Gemini 3.0 Pro… Read More »From Jam Session to Discipline: What Vibe Coding with Google AI Studio Teaches About Managing Overeager AI Coders
Enterprise teams are increasingly betting on AI agents to handle coding, debugging, and software maintenance. Yet many discover the hard way that their agents are brittle: introduce a new library, tweak a workflow, or switch models, and carefully engineered systems… Read More »Group-Evolving Agents: How Collective AI Frameworks Match Human-Engineered Systems at No Extra Inference Cost
While much of the industry debate in 2025 and 2026 has focused on whether AI will replace software developers, Egnyte is quietly taking a different path. The $1.5 billion cloud content governance company has rolled out AI coding tools to… Read More »Egnyte’s bet on junior engineers in an era of AI-assisted coding