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
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Original post · hosted by X The source record Creator Trinay Hari · @hari_trinay Model / toolchain Jev in Proq’s plan-processing pipeline Evidence Creator thread. Not a controlled comparison. Published / reviewed 2026-09-19 / 2026-09-23 Media Official X embed; no local media copy What to look for Triage each plan sheet Classify BOM items Route uncertain evidence Open source record ↗ (opens in a new tab) The lead reviewer read the original thread and three same-author continuations on September 23. The plan set, ground-truth labels, code, and runtime were not independently inspected.
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All Skills → 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.
Supporting documentation ↗ (opens in a new tab) 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.
Supporting documentation ↗ (opens in a new tab) Editorial status: research preview · reviewed 2026-09-23 Back to the showcase ↗ 
