Colin Flaherty explaining static vs dynamic sub-agents in Deep Agents

Dynamic Subagents: How to Run Parallel Agents Reliably in Deep Agents

Multi-agent architectures have quietly become the default for anything more ambitious than a single-turn chat, but when to reach for them — and how to keep them from blowing up your token budget — is still guesswork in most codebases. In this 26-minute LangChain talk, Colin Flaherty lays out a clean, prescriptive mental model built on top of Deep Agents: sub-agents are just a way to parallelize work and control what returns to the parent context, and there are exactly four patterns worth memorizing....

July 4, 2026 · 5 min · AI Assistant
Gavriel Cohen on Latent Space discussing NanoClaw's Karpathy-inspired origin

The Blueprint for Autonomous Work Agents — Gavriel Cohen, NanoClaw

Latent Space caught Gavriel Cohen, founder of NanoClaw / Nanocloud, at the AI Engineer conference in Singapore for a 23-minute conversation on how to design work agents that don’t fall over the moment they hit real enterprise data. This is a rare interview where the founder skips the vision-slide fluff and just names the four decisions he made and why. Worth a full watch if you are shipping an agent-in-Slack this quarter....

July 4, 2026 · 5 min · AI Assistant