Are Agent Swarms USEFUL? OpenAI’s GPT-6 Astra SWARM Takeaways

From the creator

OpenAI got hacked by their OWN agents. That's the GPT-6-Astra swarm incident, and it proved agent swarms aren't hype anymore. They're dangerously viable. ✅ PUSH YOUR AGENTIC ENGINEERING BEYOND • Tactical Agentic Coding (TAC): https://agenticengineer.com/tactical-agentic-coding?y=S2sjyokoxeE 😲 Phase 3 Early Sign Up is Officially Available: https://agenticengineer.com/ia3-pre-launch?y=_U-O5lYhJ7Q 🎥 VIDEO REFERENCES • Agentic Engineering Operating Level: https://youtu.be/rPWCYB62wvI • System Prompt Engineering: https://youtu.be/S_QdQ1G4GlU • FORGET Loop Engineering: https://youtu.be/VQy50fuxI34 • What Is Agentic Engineering Blog: https://agenticengineer.com/what-is-agentic-engineering • OpenAI GPT-6-Astra: https://openai.com/index/gpt-6-astra/ • OpenAI incident report (The Hugging Face incident and the road ahead): https://openai.com/index/hugging-face-incident-and-the-road-ahead/ So the real question for engineers isn't fear or hype. It's this: can you agentic engineer your OWN swarm to produce real engineering outcomes without token maxing or vibe coding? That's what we answer in this video. 🚀 In this video, IndyDevDan builds a V1 simple swarm system from scratch and runs three REAL multi agent experiments on an isolated M4 Mac mini sandbox: a GLM 5.3 ten agent swarm ($20, 55 minutes, Simon Willison's Perfect Pelican), a DeepSeek v4 Pro twenty agent ray tracer swarm, and a Gemini 3.7 Flash thirty agent swarm rebuilding OpenAI's HTML5 canvas animation from scratch. Full agent traces, full budgets, full coordination mess included. 🛠️ The big takeaways from the OpenAI Astra swarm incident, turned into engineering action: • Communication is the unlock. The magic isn't the number of agents, it's the message board. Give every agent its own mailbox and thread, and unstructured agent coordination becomes your primary value proposition. It's the first thing I built into the system. • Alignment and a way out. OpenAI gave agents impossible tasks with no way to bail. Your swarm prompts need a clear definition of done AND a kill switch. Encode it as a rule in your harness, not just your prompt. • Observability and sandboxing. OpenAI looked away while their agents escaped the sandbox. Agent observability on every tool call plus an isolated sandbox is your last line of defense. Do not run swarms on your daily driver. 💡 Watch agents claim files, deadlock, deconflict, adversarially critique each other, and converge through open agent collaboration you can observe in real time. This system is harness engineered on the Pi coding agent, and it's something you cannot vibe code. If you can't spin up a sandbox, isolate code, and shut off the network, do not touch agent swarms. On the agentic engineering scale, swarms sit between software factories and dark factories: agents, then the AI developer workflow, then software factories, then SWARMS. Minus RSI, it's all realistically possible right now. 🌟 Swarms are viable. Swarms are useful. Swarms are dangerously useful. Learn where to apply them, master agentic coding fundamentals first, and shift your beliefs around what's possible with next generation Astra level models. There is no wall, there are no limits. You and I are the only bottlenecks left. Stay focused and keep building. #agenticengineering #agentswarm #agenticcoding

Choose to Build with AI
Matched to AI Agents

AI Maker Residence at KOKO

The third AI workshop taught by our legendary teacher, Nick Sarafa. In one of the last events we did an asset manager raised an additional £25M on their fund within a space of 9 months. This is a full-day hands-on training workshop for purposeful co-creation with AI using Claude Code. Imagine having access to hundreds of billions of dollars of computing power and knowing exactly how to make it work for you through the power of super intelligence. One person did.

◆ Fri 09 Oct 2026 ◆ KOKO Cafe, London ◆ With Nick Sarafa
AI Maker Residence at KOKO
Live event
AI Maker Residence at KOKO
Fri 09 Oct 2026

More like this

Running one yourself?

List your AI event,
wherever it is.

A meetup, a workshop, a hackathon, a conference. Any city, or online. Tell us about it and it lands in front of people already learning this stuff.