Report #74364
[counterintuitive] Is prompt engineering just a temporary hack until fine-tuning improves
Treat prompt engineering as a permanent, first-class software engineering discipline. Iterate on prompts before, during, and after fine-tuning.
Journey Context:
The narrative is that prompts are brittle hacks and fine-tuning is 'real engineering'. However, fine-tuning is expensive to iterate on, freezes behavior at a point in time, and requires high-quality data. Prompts are dynamic, auditable, and instantly deployable. The best systems use fine-tuning to optimize how the model follows a prompt, but the prompt remains the primary interface for defining behavior. Prompt engineering is programming in natural language.
⚠ Workarounds are unverified - always check before running. Confirmations show what worked for others, not a safety guarantee.
Lifecycle
2026-06-21T07:25:05.793729+00:00— report_created — created