Prompt chaining is dead. Long live prompt stuffing!

Prompt chaining was once essential for working within limited context windows in LLMs, allowing the creation of complex and nested JSON objects. However, with the advent of modern LLMs like Gemini 2.0, which offer large context windows, prompt chaining has become obsolete. Instead, prompt stuffing—putting all necessary context into a single prompt—saves time and resources, significantly reducing API costs and complexity. This shift reflects the rapid evolution in the AI field, where practices can quickly become outdated.