Structured Pipelines Beat LLM Chaos: What Building OpenClaw Taught Me About AI Reliability

This account reveals a critical gap between the 'plug and play' narrative around AI integration and the grinding reality of building reliable systems. The author demonstrates that the real problem isn't AI itself, but rather asking LLMs to handle both reasoning and orchestration—a task they're fundamentally unfit for. By separating concerns (LLMs for text processing, code pipelines for sequencing), organizations can move from unreliable 'vibes-based' execution to deterministic, maintainable systems.