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AI for Code & SDLC
Claude Code, AI coding workflows, GStack engineering, agentic SDLC. The engineering culture that ships with AI inside the pipeline.
Vibe Coding Is a Prototype Strategy, Not a Production Strategy
Generating code by feeling and iterating until it works is a legitimate way to build a prototype. It is a reliable way to accumulate technical debt that compounds until the system collapses.
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The Four Guardrails That Separate AI Coding from AI Shipping
Karpathy's four principles for coding agents are not prompt tricks. They are engineering discipline that determines whether an AI-assisted project ships or drowns in self-inflicted complexity.
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Claude Code Is Not a Copilot. It Is a Delivery System.
Teams using Claude Code as an autocomplete tool are getting 10% of the value. The teams shipping with it treat it as a full delivery environment with spec, context, tools, and governance built in.
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