AI-Run Modern LaTeX Manuscript Workflow and Replication Packet

Engineering notes

Engineering notes will be added by the aipentium editorial team.

Chinese explanation / 中文解读

中文解读待补充：本站会优先为大语言模型、生成式AI、ChatGPT相关技术、计算机视觉、深度学习等高价值论文补充中文说明。

Original abstract

This same-concept successor preserves the current AI-run Modern LaTeX Manuscript Workflow and adds one exact ChatGPT export of dated research-methodology briefings from July 11-27, 2026. The seven-page A4 workflow PDF remains the default preview. The current Markdown, exact Claude cold-reverify method, resource-efficiency incident note, diagram-fidelity correction, source packet, and historical July 6 addenda/scripts ZIP remain directly available or compactly archived. 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 text bands per page, 300-dpi page context, about 5000-dpi default diagram comparison, targeted 9000-dpi crops for real ambiguities, and node-by-node and edge-by-edge review. Existing 600/1200-dpi evidence remains valid history and context; only 300-dpi-only approvals and independently identified material defects are reopened. Every diagram delivered in a new SGA3 reader or payload is native editable TeX. Raster crops remain private authority witnesses and are excluded from new public readers and payloads. Final successors bind disjoint top-level-session ownership and a lead-signed exact high-zoom review. Prior public checkpoints remain immutable history; material defects receive additive no-overwrite successors. 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. The new briefing export is generated research material, not source authority or manuscript evidence. Its claims, citations, links, dates, and recommendations have not been independently verified as a set and must be checked against primary sources before reuse. It does not certify a translation, transcription, edition, mathematical claim, or software system. 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. 2026-08-02 active-custody update: Adds the same complete 34-object privacy-clean all-session provenance tranche deposited on the methodology DOI, including corpus ZIPs, manifests, loose logbooks, error/reversal histories, continuation state, and the shared decision log needed to audit the AI-assisted workflow. Archive scope: This is a bounded preservation snapshot. It does not certify production completion, mathematical or editorial correctness, publication readiness, or rights beyond the rights and caveats already recorded. 2026-08-03 active-custody update: Replaces the bounded 34-object provenance surface with the exact same privacy-clean v4 payload deposited on the methodology DOI. It preserves 407 FAC, EGA, Deligne, SGA7, archive-control, error, reversal, decision, and continuation files without selecting only preferred outputs. Archive scope: This is a bounded preservation snapshot. It does not certify production completion, mathematical or editorial correctness, publication readiness, or rights beyond the rights and caveats already recorded.

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