The Prompt Engineering Patterns That Scale
some prompting techniques work at any scale, others break. heres what ive learned building production systems
curious what everyone else thinks. the meta-prompt approach is underrated
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meta-prompts are useful but they get expensive fast if you're chaining them in production. the token overhead compounds. worth benchmarking actual cost before committing to the pattern at scale.
one thing that's helped us is keeping a prompt registry with versioning. tiny change in wording can tank output quality and you won't know why unless you're tracking it. has anyone else built something like that?
role prompting clicks better when you also specify the audience, not just the role. 'explain this as a senior engineer talking to a new hire' hits different than just 'act as a senior engineer'
yeah this matches my experience too. the meta-prompt approach is underrated