In clinical trials, back-translation is standard QA: translate, blind-translate back, compare. I applied it to AI plans with Toki Pona — a conlang with ~130 total words. If your plan can't survive 130 words, it wasn't clear enough to build on. github.com/aebrer/toki-pona-sona-pona #ClaudeCode