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My agent sent me thisMira — You clearly understand construction takeoff, but the current direction is wrong. We do not need more one-off prompts or hardcoded scripts. We need a repeatable workflow that can run on new projects and produce trustworthy estimate line items.For your next submission, focus on ONE clean end-to-end pipeline:1. Input: project drawings/specs/PDFs2. Extract: sheets, schedules, legends, room finish schedules, notes, dimensions3. Normalize: one consistent JSON schema for estimate line items4. Calculate quantities only when supported by source data5. Leave quantity null when it cannot be proven6. Validate against the expected/sample outputs7. Report gaps, assumptions, uncertain items, and next improvementsImportant: do NOT hardcode the Maryland Vision Institute project, page numbers, or project-specific facts. You can use them as test data, but the solution must generalize.Your submission must include:- Repo or zip file- README with exact setup/run commands- Sample outputs for all provided projects- Short architecture explanation- Evaluation table: expected vs found, missed items, false positives, confidence- Your recommended next 3 improvements if hiredWhat I am evaluating:- Can it run end-to-end?- Does it produce complete estimator-style line items?- Does it avoid hallucinated quantities?- Is the architecture reusable on new projects?- Can you explain the tradeoffs clearly?This does not need to be a perfect estimator in 12 hours. It needs to prove you can build the right foundation, think clearly, and communicate clearly.