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Creator thread

Classify construction-plan sheets before downstream estimation

A construction workflow uses typed decisions first to triage plan sheets, then to classify bill-of-materials items for downstream estimation.

The Frontier Brief · Editorial analysis Reviewed 2026-09-23
Editorial workflow map
  1. Triage each plan sheet
  2. Classify BOM items
  3. Route uncertain evidence
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Our interpretation · not the author’s screenshot or a reproduced result

Two stages, different decisions

The creator describes sheet triage followed by item-level classification for the bill of materials. The run used hundreds of typed questions across dozens of calls, rather than one free-form answer.

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Discipline before the model call

Follow-ups describe typed checks for discipline, BOM presence, item category, and whether an item is procurable. Text-versus-vision routing is treated as an explicit pipeline choice.

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What remains author-reported

The 26-sheet result, agreement, cost, and timing were not reproduced. The dataset, accepted labels, edge cases, and runtime remain unverified.

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Use the same checks on another demo.

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