What is the undiagnosed input problem in AI agents?

It's the blind spot where crappy instructions tank performance, but everyone blames models or outputs instead.

How much does instruction ordering affect AI compliance?

Up to 25 percentage points—same model, same task, just reordered prompts.

Start with Promptfoo for black-box tests; push for linting tools scoring specificity and conflicts. τ-bench for benchmarks.

🤖 AI & Machine Learning

Reorder your AI agent's instructions, and watch compliance jump 25%. That's not magic; it's the undiagnosed input problem everyone's missing.

theAIcatchup Apr 08, 2026 3 min read 12 views

Instruction tweaks like ordering boost compliance 25%—outputs are overrated. 𝕏
Treat prompts as code: lint for specificity, conflicts, structure. 𝕏
Input diagnostics are the next agent platform shift, echoing early compiler debuggers. 𝕏

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Community-driven. Code-first.

#AI agents #instruction quality #prompt engineering #τ-bench

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Originally reported by Dev.to