Production AI Workflows & Multi-Agent Blueprints

Documents are not just text — they contain images, charts, tables, and diagrams. This workflow builds multi-rag, a LangGraph pipeline that ingests multi-modal documents, indexes both text and visual content, and retrieves information across modalities using vision-language models and hybrid search.

Cloud AI has latency and privacy costs. Edge AI runs models directly on devices. This workflow builds edge-infer, a LangGraph pipeline that routes inference requests to quantized models running on-device via WebGPU, with adaptive model selection based on task complexity and device capabilities.

AI agents can now operate desktop applications through visual grounding and GUI action tokens. This workflow builds gui-agent, a LangGraph pipeline that takes a natural-language task, captures screenshots, identifies UI elements with visual grounding, generates click/type/scroll actions, and executes multi-step workflows across desktop applications.

Supply chain disruptions cost the global economy $4 trillion annually, and most companies only monitor their direct suppliers — leaving tier-2 and tier-3 vendors invisible. This workflow builds chain-watch, a LangGraph agent pipeline that monitors suppliers across multiple tiers, scores risk using structured signals, and triggers automated mitigation actions when thresholds are breached.

95% of clinical trials miss their enrollment targets, and the primary bottleneck is patient-to-trial matching. This workflow builds trial-match, a LangGraph pipeline that ingests de-identified patient profiles, matches them against active trial criteria, scores eligibility, and routes borderline cases through a clinician escalation gate — all within a privacy-preserving architecture that never exposes raw patient data to the model.

Enterprise finance teams process millions of transactions daily, and manual reconciliation is a top source of accounting errors. This workflow builds recon-fleet, a LangGraph pipeline with Temporal durable execution that matches transactions across ledgers, flags discrepancies, routes disputes through human review, and produces an audit trail — turning a days-long manual process into an automated, auditable workflow.

Edge computing meets autonomous agents. Architect a multi-region swarm using Cloudflare Workers AI and LangGraph 2.0 to slash latency to sub-10ms for global users.

The future of retail is agentic. Deploy autonomous headless commerce agents using Shopify Hydrogen and Pinecone Serverless RAG for 10x personalization.

Say goodbye to 3 AM wake-up calls. Discover how to combine PagerDuty Copilot with PydanticAI to build a self-healing, autonomous infrastructure triage engine.

Cisco and Rockwell's converged industrial architecture connects PLC telemetry to cloud AI; this LangGraph workflow ingests OPC UA / MQTT signals through an edge gateway into a time-series store, runs anomaly detection and predictive maintenance, updates the MES, confirms safety interlocks locally, and routes every machine-affecting action through a human gate.

HoneyBook's new Claude connector turns proposals, contracts, invoices, and client messaging into an API an agent can drive; this LangGraph workflow drafts documents in the owner's voice, tracks money status, auto-follows-up on a cadence, and escalates unpaid invoices to a human before the relationship sours.

AWS's DevOps agent traces CI/CD failures back to the exact commits and PRs that caused them; wrap that capability in a LangGraph workflow that ingests failures, correlates blame via the GitHub API, triages root cause, opens auto-fix PRs, and gates merges behind a regression check and a human approval node.