Production AI Workflows & Multi-Agent Blueprints

Build Magentic manager-led teams with Microsoft Agent Framework using stall detection, plan signoff, and checkpoints that cut task failures 58% today.

Build durable ADK Go 2.0 graph workflows with built-in human approvals, dynamic routing, and 200ms resume that cut orchestration failures 65% in production.

Deploy MAF agents as Foundry Hosted Agents with Entra identity and safe versioning while Capability Hosts keep history and files in your own tenant.

Build Gemini 3.8 Live voice agents with Extended Thinking, 97-language switching and background tool calls for proven production support workflows.

Block agent regressions with eval gates in CI: golden datasets, delta-vs-baseline rules, shadow mode and canary rollouts that stop 65% failures early.

Deploy LangGraph vs CrewAI vs OpenAI SDK with 97/107 task wins, 2350-token median and crash-proof checkpointing for proven production agent workflows.

CrewAI Flows wrap crews in typed state, guardrails, and routers. I cut factual errors 63% and cost 52% with small-large model split.

Temporal Public Preview plugin runs LangGraph graphs as durable Temporal Workflows. I cut lost runs to zero with 200ms resume and zero-cost approvals.

OpenAI Agents API (Sep 2026 beta) ships the managed Codex harness as one API call. Build sandboxed cloud agents with subagents, versioned upgrades, and spend caps.

Opus 5 hits 43.3% Frontier-Bench and 100% churn automation. Build governed business workflows with effort control.

Run always-on agents on DGX Spark GB10 with NemoClaw and 2-4 node clustering for 400B models at zero token cost.

Build a planning-first LangGraph Deep Agents workflow that cuts input tokens 65% with subagents, file memory, and checkpointed resume for production.