AI-Run Modern LaTeX Manuscript Workflow and Replication Packet
收藏资源简介:
This same-concept successor publishes the July 28 update to the AI-run Modern LaTeX Manuscript Workflow. The public surface keeps the current PDF and Markdown directly accessible, co-publishes the exact Claude cold-reverify method and the exact SGA resource-efficiency incident note, groups the current files into one source packet, and retains the July 6 addenda/scripts ZIP byte-identically. Top-level sessions own disjoint whole-expose ranges and retain responsibility for mathematical translation, transcription adjudication, diagram reconstruction, reference semantics, and visual PASS decisions. Subagents are limited to bounded mechanical support or preliminary drafting. Loop 1 advances canonical text and equations; Loop 2 handles native diagrams and exhaustive reference/release work without blocking disjoint Loop-1 production. For scan-controlled work, the controlling source image decides. Page mapping uses printed page, running header, and folio. The method calls for five overlapping 2400-dpi bands per page, targeted 6500-9000-dpi crops for real ambiguities, and node-by-node and edge-by-edge diagram review. Contact sheets are navigation aids, not PASS evidence. The complete user-supplied OCR is a read-only locator and drafting witness. It must not be generated, rerun, re-extracted, or delegated. SGA1 and SGA2 are not blanket-retranscribed from images when their completed mathematical TeX transcription is already controlling. Source images are opened for genuine ambiguities, diagrams, or an explicit source-control question. The incident note records avoidable duplicate visual checks, repeated OCR/transcription activity, agent audit cascades, and repeated builds or manifests that did not advance the mathematical corpus. Its emissions figures are transparent scenario calculations, not metered OpenAI telemetry. Multi-ton coal-equivalent outcomes are conditional on the stated high-overhead, several-hundred-million-token assumptions; lifecycle, labor, infrastructure, and opportunity costs remain unquantified. This is a professional methodology and accountability publication, not a manuscript certification or new license grant. Documentation and exact release identities support production and preservation; they do not replace translation, transcription, diagram reconstruction, or public custody.



