A rigid prompt harness can make 3B models behave more like 30B ones

Foxtor · reddit · 2026-07-23

A Reddit post argues that small local models work much better when prompts are treated as rigid structural harnesses instead of long, free-form instructions.

The author recommends separating the fixed skeleton from variable slots, using short Markdown templates with explicit steps, and injecting only the niche-specific variables. The goal is to reduce cognitive load and prevent small models from drifting or losing the thread mid-generation.

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