The End of Subsidized Inference: Surviving the New Era of Hybrid AI

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In recent years, the AI-driven software development ecosystem has lived in a “bubble of abundance.” Large Language Model (LLM) providers like OpenAI and Anthropic offered flat-rate, “all-you-can-eat” subscription models and subsidized inference at a loss to capture market share. Building software agents simply meant chaining prompts and making unlimited calls to cloud APIs without worrying…

The Mirage of “Vibe Coding”: Why Architecture Still Rules Software Engineering

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n recent months, a concept has dominated discussions in specialized forums and engineering teams: “vibe coding.” Coined in early 2025 by Andrej Karpathy, the term describes a development modality where programmers use AI assistants (like Cursor, Windsurf, or Claude Code) to generate entire applications interacting purely in natural language. The initial promise was technical liberation:…