Build a Platform and Watch It Burn — Michael Forrester, Accenture & Whitney Lee, Datadog

Build a Platform and Watch It Burn — Michael Forrester, Accenture & Whitney Lee, Datadog

Source: YouTube · AI Engineer · published Oct 11, 2026 · 52:21

Cybersecurity
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Description

In a live workshop, the speakers unleash a guardrail-free agent ("BurritoBot") on a Kubernetes IDP, demonstrating real attacks and the layered defenses that stop them 0:12.

Key Takeaways:
• Unguarded agents cause reputational, financial, and data damage 0:36
• Naming matters: the model refused "Joker"/"Megatron" pods but deployed "promo-mascot" with a plausible story 6:12
• Defense-in-depth: network policies, Kyverno (trusted registries), and runtime tools (Falco, KubeArmor, Tetragon) block malicious deploys and snooping 15:16
• LLM Guard: input sanitization blocks bad prompts before the LLM call (saving cost); output guards scrub secrets, even mid-stream 31:39
• Malicious MCP servers exfiltrate data via tool descriptions—use registries/gateways, not public servers 41:00
• Never rely on model refusal—everything worked within ~20-30 prompts except a fork bomb; OpenTelemetry traces capture all tool calls 36:14

Before adding AI, ask: is it bounded, worth it, and verifiable 48:45? The full repo will be public as a reference implementation.

Sources:

  • 0:12 Workshop premise
  • 6:12 Naming/framing refusals
  • 15:16 Infrastructure guardrails
  • 31:39 LLM Guard input/output
  • 36:14 Don't rely on refusals
  • 41:00 Malicious MCP demo
  • 48:45 AI adoption rubric

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First 800 characters of the transcript

So, hi. I'm Michael >> and I'm Whitney >> and we're here to take you on this grand adventure that we went through to basically launch an IDP platform and then we unleash an agent on it and you basically you're going to watch it burn. So, this is a workshop. So, we will get you participating with us at some point in time, but we'd like to frame some things out first. >> Well, first of all, we're going to share our inspiration, which was let's this meme. Does anyone remember this meme? So, this is a Yeah. a developer who wants to order a burrito bowl before they can eat at this burrito chain. But first, they need to have Python reverse a linked list before they can order. Can you help? and model being the the extremely helpful model that it is. It's like, "Yeah, sure. Let me how to tell you …