Agent Pipeline
Structured Output Schema Design for Document Extraction APIs
Schema design matters more than model choice for extraction accuracy past a few dozen fields.
Priya Subramaniam11 min read
The Document Agent — Page 2
Agent Pipeline
Stateful Document Processing for Multi-Page Reasoning Tasks
External state management, not bigger models, fixes multi-page document reasoning in production.
Priya Subramaniam
· 12 min read
Changelog
Agent Pipeline
Human-in-the-Loop Review Workflows for Low-Confidence Extractions
Routing low-confidence extractions prevents review queues from becoming bottlenecks.
Marcus Lien13 min read
Agent Pipeline
Orchestration Patterns for Document Ingestion Pipelines
System design, not model quality, determines whether document pipelines hold up in production.
Priya Subramaniam12 min read
Agent Pipeline
Agentic Document Workflows With Tool-Calling LLMs
Structured tool-calling architecture beats monolithic LLM prompts for production document workflows.
Priya Subramaniam12 min read
Agent Pipeline
Document Routing Logic in Multi-Agent AI Pipelines
Misclassified documents and missed fallbacks sink pipelines faster than bad parsing.
Marcus Lien14 min read
Document Parsing and OCR
Document Image Preprocessing for OCR Accuracy
Fixing blurry, skewed, or damaged scans beats upgrading the OCR engine itself.
Priya Subramaniam13 min read
Document Parsing and OCR
Character Encoding and Unicode Normalization Failures in Document Parsing
Silent encoding errors compound across document pipelines undetected.
Celeste Okafor10 min read
Document Parsing and OCR
Parsing Complex Form Layouts with Field Relationship Extraction
Understanding field relationships requires parsing layout before text extraction.
Tobias Krenn10 min read
Document Parsing and OCR
PDF Parsing Libraries Compared for ML Pipelines
Choose a parser by what your pipeline can't survive getting wrong, not by benchmark headlines.
Tobias Krenn10 min read
Document Parsing and OCR
Handwritten Text Recognition in Production Document Pipelines
Handwritten text recognition fails silently in ways printed OCR never anticipated.
Celeste Okafor10 min read
Document Parsing and OCR
Hybrid Computer Vision Pipelines for Document Parsing
Order matters: layout analysis, then OCR, then reasoning for accurate document parsing.
Celeste Okafor10 min read
