Viktor Farcic
@vfarcic.bsky.social
Stop debugging Kubernetes at 3 AM.
I built an AI agent + K8s controller that:
✅ Detects issues via events
✅ Analyzes root cause (99% confidence)
✅ Suggests fixes
✅ Validates remediation
Fully open source.
https://youtu.be/UbPyEelCh-I
I built an AI agent + K8s controller that:
✅ Detects issues via events
✅ Analyzes root cause (99% confidence)
✅ Suggests fixes
✅ Validates remediation
Fully open source.
https://youtu.be/UbPyEelCh-I
YouTube Video
Stop debugging Kubernetes at 3 AM.
I built an AI agent + K8s controller that:
✅ Detects issues via events
✅ Analyzes root cause (99% confidence)
✅ Suggests fixes
✅ Validates remediation
Fully open source.
https://youtu.be/UbPyEelCh-I
youtu.be
November 17, 2025 at 4:53 PM
Stop debugging Kubernetes at 3 AM.
I built an AI agent + K8s controller that:
✅ Detects issues via events
✅ Analyzes root cause (99% confidence)
✅ Suggests fixes
✅ Validates remediation
Fully open source.
https://youtu.be/UbPyEelCh-I
I built an AI agent + K8s controller that:
✅ Detects issues via events
✅ Analyzes root cause (99% confidence)
✅ Suggests fixes
✅ Validates remediation
Fully open source.
https://youtu.be/UbPyEelCh-I
Here's what most devs get wrong about AI agents: The agent is the ONLY dumb actor in the system. It doesn't think or decide—it just executes. The LLM provides the brains, you provide intent.
https://youtu.be/bfBOn2Ahj4c
https://youtu.be/bfBOn2Ahj4c
YouTube Video
Here's what most devs get wrong about AI agents: The agent is the ONLY dumb actor in the system. It doesn't think or decide—it just executes. The LLM provides the brains, you provide intent.
https://youtu.be/bfBOn2Ahj4c
youtu.be
November 10, 2025 at 5:05 PM
Here's what most devs get wrong about AI agents: The agent is the ONLY dumb actor in the system. It doesn't think or decide—it just executes. The LLM provides the brains, you provide intent.
https://youtu.be/bfBOn2Ahj4c
https://youtu.be/bfBOn2Ahj4c
Which AI model for DevOps work? I ran GPT-5, Claude, Gemini, Grok & more through real agent workflows. Pattern recognition, policy generation, troubleshooting. The winner beat models 20x more expensive.
https://youtu.be/r84kQ5IMIQM
https://youtu.be/r84kQ5IMIQM
YouTube Video
Which AI model for DevOps work? I ran GPT-5, Claude, Gemini, Grok & more through real agent workflows. Pattern recognition, policy generation, troubleshooting. The winner beat models 20x more expensive.
https://youtu.be/r84kQ5IMIQM
youtu.be
November 3, 2025 at 5:01 PM
Which AI model for DevOps work? I ran GPT-5, Claude, Gemini, Grok & more through real agent workflows. Pattern recognition, policy generation, troubleshooting. The winner beat models 20x more expensive.
https://youtu.be/r84kQ5IMIQM
https://youtu.be/r84kQ5IMIQM
Ep38 - Ask Me Anything About Anything with Scott Rosenberg
YouTube video by DevOps & AI Toolkit
youtube.com
October 30, 2025 at 6:55 PM
Ep38 - Ask Me Anything About Anything with Scott Rosenberg
YouTube video by DevOps & AI Toolkit
youtube.com
October 30, 2025 at 6:38 PM
Stop using AI for everything in Kubernetes. Use it where it actually helps:
❌ Alerting (events are better)
✅ Analysis (AI excels here)
⚖️ Remediation (only for unknowns)
Smart automation beats expensive AI every time.
https://youtu.be/rIdcJYLtCdo
❌ Alerting (events are better)
✅ Analysis (AI excels here)
⚖️ Remediation (only for unknowns)
Smart automation beats expensive AI every time.
https://youtu.be/rIdcJYLtCdo
YouTube Video
Stop using AI for everything in Kubernetes. Use it where it actually helps:
❌ Alerting (events are better)
✅ Analysis (AI excels here)
⚖️ Remediation (only for unknowns)
Smart automation beats expensive AI every time.
https://youtu.be/rIdcJYLtCdo
youtu.be
October 27, 2025 at 5:05 PM
Stop using AI for everything in Kubernetes. Use it where it actually helps:
❌ Alerting (events are better)
✅ Analysis (AI excels here)
⚖️ Remediation (only for unknowns)
Smart automation beats expensive AI every time.
https://youtu.be/rIdcJYLtCdo
❌ Alerting (events are better)
✅ Analysis (AI excels here)
⚖️ Remediation (only for unknowns)
Smart automation beats expensive AI every time.
https://youtu.be/rIdcJYLtCdo
Ep37 - Ask Me Anything About Anything with Scott Rosenberg
YouTube video by DevOps & AI Toolkit
youtube.com
October 23, 2025 at 5:55 PM
Ep37 - Ask Me Anything About Anything with Scott Rosenberg
YouTube video by DevOps & AI Toolkit
youtube.com
October 23, 2025 at 4:09 PM
MCP servers are just servers. Deploy them like production services: Kubernetes for flexibility, cloud platforms for convenience, but never locally for teams. Full comparison of all methods 👇
https://youtu.be/MHf-M8qOogY
https://youtu.be/MHf-M8qOogY
YouTube Video
MCP servers are just servers. Deploy them like production services: Kubernetes for flexibility, cloud platforms for convenience, but never locally for teams. Full comparison of all methods 👇
https://youtu.be/MHf-M8qOogY
youtu.be
October 20, 2025 at 4:06 PM
MCP servers are just servers. Deploy them like production services: Kubernetes for flexibility, cloud platforms for convenience, but never locally for teams. Full comparison of all methods 👇
https://youtu.be/MHf-M8qOogY
https://youtu.be/MHf-M8qOogY
🔥 Your AI agent is (probably) USELESS for infrastructure management. Most orgs treat AI like a search engine instead of building it into their platform properly. Here's the 5-component blueprint that changes everything 👇
https://youtu.be/Ma3gKmuXahc
Video sponsor: https://tuple.app
https://youtu.be/Ma3gKmuXahc
Video sponsor: https://tuple.app
YouTube Video
🔥 Your AI agent is (probably) USELESS for infrastructure management. Most orgs treat AI like a search engine instead of building it into their platform properly. Here's the 5-component blueprint that changes everything 👇
https://youtu.be/Ma3gKmuXahc
Video sponsor: https://tuple.app
youtu.be
October 13, 2025 at 4:03 PM
🔥 Your AI agent is (probably) USELESS for infrastructure management. Most orgs treat AI like a search engine instead of building it into their platform properly. Here's the 5-component blueprint that changes everything 👇
https://youtu.be/Ma3gKmuXahc
Video sponsor: https://tuple.app
https://youtu.be/Ma3gKmuXahc
Video sponsor: https://tuple.app
Ep36 - Ask Me Anything About Anything
YouTube video by DevOps & AI Toolkit
youtube.com
October 9, 2025 at 5:54 PM
Ep36 - Ask Me Anything About Anything
YouTube video by DevOps & AI Toolkit
youtube.com
October 9, 2025 at 5:07 PM
🔥 Most people using Kubernetes don't actually understand how it works. They write YAML and run kubectl apply, but when things break, they're lost. The secret? Controllers are the beating heart of K8s. This video breaks down how they really work 👇
https://youtu.be/kss081c8EqY
https://youtu.be/kss081c8EqY
YouTube Video
🔥 Most people using Kubernetes don't actually understand how it works. They write YAML and run kubectl apply, but when things break, they're lost. The secret? Controllers are the beating heart of K8s. This video breaks down how they really work 👇
https://youtu.be/kss081c8EqY
youtu.be
October 6, 2025 at 4:03 PM
🔥 Most people using Kubernetes don't actually understand how it works. They write YAML and run kubectl apply, but when things break, they're lost. The secret? Controllers are the beating heart of K8s. This video breaks down how they really work 👇
https://youtu.be/kss081c8EqY
https://youtu.be/kss081c8EqY
Ep35 - Ask Me Anything About Anything
YouTube video by AI & DevOps Toolkit
youtube.com
October 2, 2025 at 5:56 PM
Ep35 - Ask Me Anything About Anything
YouTube video by AI & DevOps Toolkit
youtube.com
October 2, 2025 at 5:09 PM
🤯 Just revealed my complete AI development workflow that takes projects from chaotic idea to production-ready code. No more context switching, forgotten requirements, or "what did we build last week?" Watch how PRDs + AI agents = systematic magic ✨ 🧵
https://youtu.be/LUFJuj1yIik
https://youtu.be/LUFJuj1yIik
YouTube Video
🤯 Just revealed my complete AI development workflow that takes projects from chaotic idea to production-ready code. No more context switching, forgotten requirements, or "what did we build last week?" Watch how PRDs + AI agents = systematic magic ✨ 🧵
https://youtu.be/LUFJuj1yIik
youtu.be
September 29, 2025 at 4:00 PM
🤯 Just revealed my complete AI development workflow that takes projects from chaotic idea to production-ready code. No more context switching, forgotten requirements, or "what did we build last week?" Watch how PRDs + AI agents = systematic magic ✨ 🧵
https://youtu.be/LUFJuj1yIik
https://youtu.be/LUFJuj1yIik
⚡ One workflow, two outputs: Extract policies from your brain → Generate embeddings for AI semantic search + Auto-create Kyverno enforcement rules.
https://youtu.be/hLK9j2cn6c0
https://youtu.be/hLK9j2cn6c0
YouTube Video
⚡ One workflow, two outputs: Extract policies from your brain → Generate embeddings for AI semantic search + Auto-create Kyverno enforcement rules.
https://youtu.be/hLK9j2cn6c0
youtu.be
September 22, 2025 at 3:50 PM
⚡ One workflow, two outputs: Extract policies from your brain → Generate embeddings for AI semantic search + Auto-create Kyverno enforcement rules.
https://youtu.be/hLK9j2cn6c0
https://youtu.be/hLK9j2cn6c0
Why are all terminal coding agents except Claude Code so broken? I desperately want alternatives but every "GPT-5 compatible" agent I tested failed at table stakes features. Competition is good - when it actually works.
https://youtu.be/MXOP4WELkCc
https://youtu.be/MXOP4WELkCc
YouTube Video
Why are all terminal coding agents except Claude Code so broken? I desperately want alternatives but every "GPT-5 compatible" agent I tested failed at table stakes features. Competition is good - when it actually works.
https://youtu.be/MXOP4WELkCc
youtu.be
September 15, 2025 at 4:01 PM
Why are all terminal coding agents except Claude Code so broken? I desperately want alternatives but every "GPT-5 compatible" agent I tested failed at table stakes features. Competition is good - when it actually works.
https://youtu.be/MXOP4WELkCc
https://youtu.be/MXOP4WELkCc
Ep34 - Ask Me Anything About Anything with Scott Rosenberg
YouTube video by AI & DevOps Toolkit
youtube.com
September 11, 2025 at 5:55 PM
Vector databases + embeddings = game changer for Kubernetes discovery! 🚀 Instead of memorizing 400+ resource names, just describe what you want in plain English. Semantic search finds the right resources even when keywords don't match perfectly.
https://youtu.be/MSNstHj4rmk
https://youtu.be/MSNstHj4rmk
YouTube Video
Vector databases + embeddings = game changer for Kubernetes discovery! 🚀 Instead of memorizing 400+ resource names, just describe what you want in plain English. Semantic search finds the right resources even when keywords don't match perfectly.
https://youtu.be/MSNstHj4rmk
youtu.be
September 8, 2025 at 4:04 PM
Vector databases + embeddings = game changer for Kubernetes discovery! 🚀 Instead of memorizing 400+ resource names, just describe what you want in plain English. Semantic search finds the right resources even when keywords don't match perfectly.
https://youtu.be/MSNstHj4rmk
https://youtu.be/MSNstHj4rmk
Vector databases + embeddings = game changer for Kubernetes discovery! 🚀 Instead of memorizing 400+ resource names, just describe what you want in plain English. Semantic search finds the right resources even when keywords don't match perfectly.
https://youtu.be/MSNstHj4rmk
https://youtu.be/MSNstHj4rmk
YouTube Video
Vector databases + embeddings = game changer for Kubernetes discovery! 🚀 Instead of memorizing 400+ resource names, just describe what you want in plain English. Semantic search finds the right resources even when keywords don't match perfectly.
https://youtu.be/MSNstHj4rmk
youtu.be
September 8, 2025 at 4:02 PM
Vector databases + embeddings = game changer for Kubernetes discovery! 🚀 Instead of memorizing 400+ resource names, just describe what you want in plain English. Semantic search finds the right resources even when keywords don't match perfectly.
https://youtu.be/MSNstHj4rmk
https://youtu.be/MSNstHj4rmk
The uncomfortable truth: Every day you don't implement vector databases + RAG is another day of manual work while complaining "AI isn't ready." The tools exist NOW. Proof of concept by tomorrow. Stop making excuses 💪
https://youtu.be/zqpJr1qZhTg
https://youtu.be/zqpJr1qZhTg
YouTube Video
The uncomfortable truth: Every day you don't implement vector databases + RAG is another day of manual work while complaining "AI isn't ready." The tools exist NOW. Proof of concept by tomorrow. Stop making excuses 💪
https://youtu.be/zqpJr1qZhTg
youtu.be
September 1, 2025 at 4:02 PM
The uncomfortable truth: Every day you don't implement vector databases + RAG is another day of manual work while complaining "AI isn't ready." The tools exist NOW. Proof of concept by tomorrow. Stop making excuses 💪
https://youtu.be/zqpJr1qZhTg
https://youtu.be/zqpJr1qZhTg
Ep33 - Ask Me Anything About Anything with Scott Rosenberg
YouTube video by AI & DevOps Toolkit
youtube.com
August 28, 2025 at 5:55 PM
We're back, after a short pause, with weekly AMA sessions. Looking forward to answering your questions later today.
youtube.com/live/7_-PoHI...
youtube.com/live/7_-PoHI...
Ep33 - Ask Me Anything About Anything with Scott Rosenberg
YouTube video by AI & DevOps Toolkit
youtube.com
August 28, 2025 at 10:47 AM
We're back, after a short pause, with weekly AMA sessions. Looking forward to answering your questions later today.
youtube.com/live/7_-PoHI...
youtube.com/live/7_-PoHI...
Your team's collective AI knowledge shouldn't live on individual laptops. Learn how to package prompts into MCPs, distribute them like any other code, and stop reinventing the wheel every time someone needs AI help ⚡
https://youtu.be/XwWCFINXIoU
https://youtu.be/XwWCFINXIoU
YouTube Video
Your team's collective AI knowledge shouldn't live on individual laptops. Learn how to package prompts into MCPs, distribute them like any other code, and stop reinventing the wheel every time someone needs AI help ⚡
https://youtu.be/XwWCFINXIoU
youtu.be
August 25, 2025 at 4:02 PM
Your team's collective AI knowledge shouldn't live on individual laptops. Learn how to package prompts into MCPs, distribute them like any other code, and stop reinventing the wheel every time someone needs AI help ⚡
https://youtu.be/XwWCFINXIoU
https://youtu.be/XwWCFINXIoU