Uploaded July 2025 | Updated September 2026, 2 days ago
Watch AI agents redefine infrastructure management by learning from their mistakes and building complex setups from scratch—no golden paths required. In this video, you'll witness an AI first deploy an application using a pre-built abstraction with ease, then tackle the daunting task of assembling a database entirely from raw cloud APIs. Through trial, error, and adaptive learning, the AI evolves from making basic mistakes to successfully provisioning intricate resources—all without pre-built templates or human-crafted abstractions.
Explore the implications for platform engineering as we ask crucial questions: Do we still need meticulously crafted golden paths, or can AI build better solutions on the fly? How can Kubernetes and API discovery empower AI to independently manage infrastructure? And most importantly, are we ready for a future where AI agents autonomously handle complex infrastructure challenges, learning and adapting in real-time?
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Sponsor: TestSprite
🔗 testsprite.com
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#PlatformEngineering #AIInfrastructure #kubernetes
Consider joining the channel: youtube.com/c/devopstoolkit/join
▬▬▬▬▬▬ 🔗 Additional Info 🔗 ▬▬▬▬▬▬
➡ Transcript and commands: https://devopstoolkit.live/ai/can-ai-replace-your-terraform-modules-infrastructures-new-future
🔗 Claude Code: anthropic.com/claude-code
🎬 Forget CLIs and GUIs: AI is the New Interface for Developer Platforms: youtu.be/ApjnCa-a2xI
▬▬▬▬▬▬ 💰 Sponsorships 💰 ▬▬▬▬▬▬
If you are interested in sponsoring this channel, please visit https://devopstoolkit.live/sponsor for more information. Alternatively, feel free to contact me over Twitter or LinkedIn (see below).
▬▬▬▬▬▬ 👋 Contact me 👋 ▬▬▬▬▬▬
➡ BlueSky: https://vfarcic.bsky.social
➡ LinkedIn: linkedin.com/in/viktorfarcic
▬▬▬▬▬▬ 🚀 Other Channels 🚀 ▬▬▬▬▬▬
🎤 Podcast: devopsparadox.com
💬 Live streams: youtube.com/c/DevOpsParadox
▬▬▬▬▬▬ ⏱ Timecodes ⏱ ▬▬▬▬▬▬
00:00 Introduction
01:58 TestSprite (sponsor)
03:20 The Testing Ground
05:55 AI Deploys Apps
10:15 Database Without Safety Nets
14:48 The AI Prompts
16:07 Platform Engineering's Future
Watch AI agents redefine infrastructure management by learning from their mistakes and building complex setups from scratch—no golden paths required. In this video, you'll witness an AI first deploy an application using a pre-built abstraction with ease, then tackle the daunting task of assembling a database entirely from raw cloud APIs. Through trial, error, and adaptive learning, the AI evolves from making basic mistakes to successfully provisioning intricate resources—all without pre-built templates or human-crafted abstractions.
Explore the implications for platform engineering as we ask crucial questions: Do we still need meticulously crafted golden paths, or can AI build better solutions on the fly? How can Kubernetes and API discovery empower AI to independently manage infrastructure? And most importantly, are we ready for a future where AI agents autonomously handle complex infrastructure challenges, learning and adapting in real-time?
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
Sponsor: TestSprite
🔗 testsprite.com
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
#PlatformEngineering #AIInfrastructure #kubernetes
Consider joining the channel: youtube.com/c/devopstoolkit/join
▬▬▬▬▬▬ 🔗 Additional Info 🔗 ▬▬▬▬▬▬
➡ Transcript and commands: https://devopstoolkit.live/ai/can-ai-replace-your-terraform-modules-infrastructures-new-future
🔗 Claude Code: anthropic.com/claude-code
🎬 Forget CLIs and GUIs: AI is the New Interface for Developer Platforms: youtu.be/ApjnCa-a2xI
▬▬▬▬▬▬ 💰 Sponsorships 💰 ▬▬▬▬▬▬
If you are interested in sponsoring this channel, please visit https://devopstoolkit.live/sponsor for more information. Alternatively, feel free to contact me over Twitter or LinkedIn (see below).
▬▬▬▬▬▬ 👋 Contact me 👋 ▬▬▬▬▬▬
➡ BlueSky: https://vfarcic.bsky.social
➡ LinkedIn: linkedin.com/in/viktorfarcic
▬▬▬▬▬▬ 🚀 Other Channels 🚀 ▬▬▬▬▬▬
🎤 Podcast: devopsparadox.com
💬 Live streams: youtube.com/c/DevOpsParadox
▬▬▬▬▬▬ ⏱ Timecodes ⏱ ▬▬▬▬▬▬
00:00 Introduction
01:58 TestSprite (sponsor)
03:20 The Testing Ground
05:55 AI Deploys Apps
10:15 Database Without Safety Nets
14:48 The AI Prompts
16:07 Platform Engineering's Future
