Initial prompt engineering

[thejhh]

Below is a modular, six-stage prompting pipeline that takes a free-form routine description from a user and reliably yields fully-formed Gendo (.gnd) code. Each stage feeds the next; use or adapt the suggested prompt skeletons verbatim when possible.

Notes & Variations

• Stages 2-5 can be automated loops; only Stage 1 may require human feedback if domain knowledge is unclear.
• For very small routines, collapse Stages 3-5 into one direct code-generation prompt.
• If async or file primitives appear in Stage 2, inject extra reference snippets describing their semantics before Stage 5.
• Keep the reference prompt version-controlled; update once when Gendo spec evolves rather than editing every pipeline prompt.

This pipeline minimizes hallucination, forces explicit opcode selection, and progressively narrows context—from broad clarification to exact line-level code—yielding deterministic, standards-compliant .gnd output.