Context as Code, DevX as Leverage: Accelerating Software with Multi‑Agent Workflows

Context as Code, DevX as Leverage: Accelerating Software with Multi‑Agent Workflows

From AI Engineering Podcast by Tobias Macey

November 24, 2025 · 60 min · Episode 70

About this episode

Max Beauchemin discusses the impact of multi-agent workflows on software development and the evolving role of humans in orchestrating these agents.

Summary  In this episode Max Beauchemin explores how multiplayer, multi‑agent engineering is reshaping individual and team velocity for building data and AI systems. Max shares his journey from Airflow and Superset to going all‑in on AI coding agents, describing a pragmatic “AI‑first reflex” for nearly every task and the emerging role of humans as orchestrators of agents. He digs into shifting bottlenecks — code review, QA, async coordination — and how better DevX/AIX, just‑in‑time context via tools, and structured "context as code" can keep pace with agent‑accelerated execution. He then dives deep into Agor, a new open‑source agent‑orchestration platform: a spatial, multiplayer canvas that manages git worktrees and shared dev environments, enables templated prompts and zone‑based workflows, and exposes an internal MCP so agents can operate the system — and each other. Max discusses session forking, sub‑session trees, scheduling, and safety considerations, and how these capabilities enable parallelization, handoffs across roles, and richer visibility into prompting and cost/usage—pointing to a near future where software engineering centers on orchestrating teams of agents…

People in this episode

Host: Tobias Macey

Guest: Max Beauchemin

Topics covered

  • multi-agent engineering
  • software development
  • AI systems
  • DevX
  • orchestration
  • collaboration

Keywords

  • multi-agent workflows
  • AI coding agents
  • DevX
  • context as code
  • orchestration
  • software engineering
  • Agor
  • collaboration

Mentioned in this episode

Organizations: Airflow, Superset, Agor, Apache Superset

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