Why AI Coding Tools Stall at Team Scale - and What Scales to the Org

Why AI Coding Tools Stall at Team Scale - and What Scales to the Org
Date & Time

January 28, 2026 / 05:30 PM UTC

Host

Archie / Leon / Shantanu

Category

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We're diving into multi-agent orchestration and spec-driven workflows — approaches that are showing promise AI across the SDLC.

We'll explore:
- Common limitations we're seeing with single-agent and chat-based approaches
- How specification-driven development helps maintain context and consistency
- Emerging patterns for coordinating multiple AI agents
- What we're learning about running AI agents in CI/CD environments

This is a discussion about what's working (and what isn't) at scale.