AI Workflows

Learn how to build an ephemeral agent sandbox using Firecracker MicroVMs with 5ms boot times, strict jailer cgroups, and zero-egress network isolation.

Run self-hosted AgentCrew agent teams on Docker with markdown roles, NATS messaging and MCP tools, shipping scheduled crews with zero code in tests.

Build CrewAI Flows with human_feedback gates, emit routing and Slack providers, cutting stuck runs to zero with 3.1s median approval resume in tests.

Build human-gated Temporal approval workflows with signals and durable timers that wait days at zero compute cost. Complete Python pattern inside.

Discover how Lyft runs self-serve LangGraph router agents for millions of support chats with parallel safety checks and modular subgraphs. Full build inside.

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.