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Wilson Tan
Business problem:
Writing high-quality AI agent instructions is difficult and unforgiving: tiny changes in grammar, ordering, punctuation, list nesting, or casing can change AI behaviors entirely.
Users must juggle formatting rules, variable placeholders, token budgets, and multilingual templates—without clear feedback—leading to inconsistent outputs, regressions, and lots of trial-and-error in production.
  • Grammar/format sensitivity: small edits lead to different behaviors.
  • Order-dependence: rule placement changes entire AI Agent outcomes.
  • Placeholder risk: undefined/mismatched variables; template leaks.
  • Token limits: verbosity drops critical rules.
  • Ambiguity/drift: mixed tone/modes; vague refusals.
  • Multilingual fragility: first vs. follow-up drift; placeholder mishandling.
  • No feedback loop: no preview/diff/probes pre-ship.
Desired outcome:
Provide a chat-to-build prompt builder that prevents grammar/formatting errors to result in clean compiled instructions. This allows users to chat with another AI to build AI Agent prompts easily. This results in:
  • Format-safe inputs: typed fields → clean and reliable prompts.
  • Real-time linting: conflicts, placeholders, links, currency, length.
  • Validator integration: one-click checks + fixes.