Metacognitive Prompt Engineering Harness — structured development, versioning, and evaluation for prompts that need to work reliably, not just once.
FORGE is ZPAK's metacognitive prompt engineering harness — the craft layer of the intelligence stack. It provides structured development, versioning, and systematic evaluation for prompts that need to work reliably across sessions, models, and contexts — not just once in a demo.
Most prompt engineering is ad hoc: write something, see if it works, adjust, repeat. FORGE imposes engineering discipline on that process: every prompt has a version, an intent, test cases, and a documented evaluation methodology.
A metacognitive prompt doesn't just ask for output — it asks the model to reason about whether the output meets the stated criteria, flag uncertainty, and self-correct before delivery. Combined with the RMCC five-pass quality gate, FORGE prompts produce output that is defensible, not just plausible.
This is what separates production-grade prompt engineering from hobbyist prompt hacking.