
Aperture PR-01: Sub-Millimeter Geometry Meets Vision-LLMs
Alex RiveraSep 15, 2026
Why bounding box token precision and high-resolution patch slicing outperform pure OCR and brute-force LLMs on complex invoices and freight documents.

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Engineering deep dives, IDP architectural patterns, extraction benchmarks, and document workflow automation.

Why bounding box token precision and high-resolution patch slicing outperform pure OCR and brute-force LLMs on complex invoices and freight documents.


Financial and supply chain documents cannot sit indefinitely on third-party SaaS servers. Here is how ParseRelay streams payloads directly into customer AWS S3 and Cloudflare R2 buckets.


How we implemented the Model Context Protocol (MCP) over Streamable HTTP JSON-RPC 2.0 to give AI agents direct access to schema validation and extraction triage.
