Production AI Workflows & Multi-Agent Blueprints

Learn how Pinterest deploys 200 production MCP servers across agent workflows: server discovery, token budgeting, and the 7ms routing lessons that scaled.

Deploy Claude Managed Agents for enterprise orchestration: 200 parallel threads, governance policies with approval gates, and a 38ms SOC 2 routing layer.

Build guarded text-to-SQL agents with read-only roles, cost ceilings, and propose-verify-repair loops that hold 98.1% valid queries with zero escapes.

Ship cron agents that survive the night: overlap policies, atomic outbox idempotency, and heartbeat absence alerts with zero duplicate side effects.

Deploy self-correcting RAG loops that grade every chunk, rewrite failed queries, fall back to web search, and ground 94% of answers with citations.

Build human-gated agent deploys with Temporal signals and LangGraph tools that hold 72-hour waits at zero compute cost and cut re-billed tokens 61%.

Build realtime Qwen3.8-Omni-Flash voice agents with 1M context at $0.004 per audio hour, selective frame reads cutting tokens 45.7% and full harness code.

Run Claude Code Projects coordinators with parallel cloud threads, shared memory and CI auto-fix, capped at 200 threads per day with strict spend guards.

Build Kafka Temporal LangGraph fraud probes with event store, outbox relay and policy gates that cut duplicate alerts 73% with full audit trace in production.

Deploy LangGraph graphs on Temporal durable execution with activity checkpoints, human signals and crash recovery that cut rerun cost 68% in live tests.

Discover how Temporal durable execution keeps OpenAI sandbox agents alive across crashes with session resume, backend switching, and zero lost shell state.

Build governed Conductor adaptive graphs that review pull requests with bounded fan-out, durable evidence passes, and human approval before posting.