This article traces the semantic evolution of 'vibe coding' from Andrej Karpathy's 2025 tweet describing AI-assisted development to its broader adoption as shorthand for AI-generated code in production systems, highlighting how the term has taken on negative connotations as teams struggle with AI code quality, increased review burdens, and production incidents.
Claude Forge is an adversarial pipeline using five Claude Code agents in generator/discriminator loops (Planner, Plan Reviewer, Implementer, Code Reviewer, Final Reviewer) to improve code correctness through iterative feedback and review cycles, trading 3x tokens and time for higher quality outputs.
A detailed workflow guide for using AI agents (Claude, Codex, GPT) to write full-stack features end-to-end, with emphasis on prompt alignment, code review processes, and instruction-tuning to match developer preferences. The author documents techniques like 'DWC' (don't write code mode) and multi-agent review to maintain code quality.