Idempotent Document Processing in Distributed Pipeline Architectures
Document pipelines need idempotency engineered separately at each processing stage.
Marcus Lien
Section
Agent Pipeline
8 stories in Agent Pipeline.
Async Document Processing APIs and Webhook Reliability Patterns
Document extraction needs different reliability patterns than payment webhooks.
Marcus Lien
Stateful Document Processing for Multi-Page Reasoning Tasks
External state management, not bigger models, fixes multi-page document reasoning in production.
Priya Subramaniam
Structured Output Schema Design for Document Extraction APIs
Schema design matters more than model choice for extraction accuracy past a few dozen fields.
Priya Subramaniam
Human-in-the-Loop Review Workflows for Low-Confidence Extractions
Routing low-confidence extractions prevents review queues from becoming bottlenecks.
Marcus Lien
Orchestration Patterns for Document Ingestion Pipelines
System design, not model quality, determines whether document pipelines hold up in production.
Priya Subramaniam
Agentic Document Workflows With Tool-Calling LLMs
Structured tool-calling architecture beats monolithic LLM prompts for production document workflows.
Priya Subramaniam
Document Routing Logic in Multi-Agent AI Pipelines
Misclassified documents and missed fallbacks sink pipelines faster than bad parsing.
Marcus Lien