In this episode, we explore the shift from basic AI assistants to sophisticated agentic coding, moving beyond the "Dumb Zone" where oversized context windows often lead to degraded reasoning and "nitrogen narcosis" in LLMs. We break down Anthropic’s Claude Code tool and the "Research-Plan-Implement" (RPI) framework, demonstrating how specialized "ant swarms" of agents can manage complex brownfield codebases while avoiding the accumulation of technical "slop". Finally, we discuss why the future of software development lies in disciplined context engineering and stateful domain memory rather than simply relying on larger models.

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