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Viktor Farcic

@vfarcic.bsky.social

1K followers 29 following 239 posts

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Viktor Farcic @vfarcic.bsky.social · 05/10/2026

Heroku shipped your entire platform team's roadmap in 2011. Finished. Priced. Documented. You can still sign up tonight in under a minute. Your platform team is going to build it anyway. 🧵 New video: youtu.be/3CLrqv6ZtW8 #Heroku #DevOps #PlatformEngineering

Heroku Is Dead (And It Taught Us Everything We Know)

YouTube video by DevOps & AI Toolkit

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Viktor Farcic @vfarcic.bsky.social · 28/09/2026

Autoscaling LLM inference isn't reacting to traffic; it's forecasting it. Your replica takes 10+ min to arrive. By then, the spike is history. youtu.be/wwrPwU-JCMw

Autoscaling LLM inference isn't reacting to traffic; it's forecasting it. Your replica takes 10+ min to arrive. By then, the spike is history. https://youtu.be/wwrPwU-JCMw

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Viktor Farcic @vfarcic.bsky.social · 21/09/2026

Stack Overflow taught a generation to copy, paste, and take the credit. Now it's fading. The story of how it rose, why it worked, and what killed it. New video 👇 youtu.be/muT3BZQmLhI #StackOverflow #AIcoding #techhistory

Stack Overflow Is Dying and ChatGPT Killed It

YouTube video by DevOps & AI Toolkit

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Viktor Farcic @vfarcic.bsky.social · 14/09/2026

Inference is a memory management problem, not a compute one. Your GPU almost never runs out of arithmetic first. It runs out of room to hold conversations. And your engine already tells you the exact ceiling at startup — before a single request arrives. 🧵 youtu.be/g_5g1hBmAzA

Inference is a memory management problem, not a compute one. Your GPU almost never runs out of arithmetic first. It runs out of room to hold conversations. And your engine already tells you the exact ceiling at startup — before a single request arrives. 🧵 https://youtu.be/g_5g1hBmAzA

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Viktor Farcic @vfarcic.bsky.social · 07/09/2026

Jenkins never said no. Not once. That's why it's still running in your company right now, and why nobody can switch it off. The nightmare isn't that it died. It's that it didn't. 🧵🕯️ #DevOps #Jenkins #ContinuousIntegration youtu.be/LbxQqAuQ4Xk

Is Jenkins Dead? No, And That's Much Worse

YouTube video by DevOps & AI Toolkit

Viktor Farcic @vfarcic.bsky.social · 31/08/2026

Continuous batching. Paged attention. Prefix caching. Speculative decoding. 12 inference ideas, a couple of minutes each, one pass. 🧵👇 youtu.be/MVo3P-D7eSc

Continuous batching. Paged attention. Prefix caching. Speculative decoding. 12 inference ideas, a couple of minutes each, one pass. 🧵👇 https://youtu.be/MVo3P-D7eSc

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Viktor Farcic @vfarcic.bsky.social · 24/08/2026

What do CFEngine, Puppet, Chef, Ansible, Terraform & Crossplane all have in common? Same job. Different name. Five arguments. Five generations certain they were inventing something new. New video — go watch. 🏰 youtu.be/TF5iJbAb6Xc

What do CFEngine, Puppet, Chef, Ansible, Terraform & Crossplane all have in common? Same job. Different name. Five arguments. Five generations certain they were inventing something new. New video — go watch. 🏰 https://youtu.be/TF5iJbAb6Xc

Viktor Farcic @vfarcic.bsky.social · 20/08/2026

Going live... youtube.com/live/qNcHJ_k...

YouTube video by DevOps & AI Toolkit

Viktor Farcic @vfarcic.bsky.social · 18/08/2026

Strongly recommend checking out the Observability in the AI-Native Era book (packt.link/aYRZy). When it comes to observability, Hilliary, Andreas, and Robert know what they're talking about.

Observability in the AI-Native Era: Leveraging AIOps to build, observe, and operate resilient systems

Amazon.com: Observability in the AI-Native Era: Leveraging AIOps to build, observe, and operate resilient systems eBook : Lipsig, Hilliary, Grabner, Andreas, Rati, Robert, Körbächer, Max: Kindle Store

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Viktor Farcic @vfarcic.bsky.social · 17/08/2026

A bad test doesn't fail. It passes. And now you're sure about something that isn't true. This is the hidden danger of AI-generated tests that will bite you. 🧵 youtu.be/6yp-JrbZYYg

A bad test doesn't fail. It passes. And now you're sure about something that isn't true. This is the hidden danger of AI-generated tests that will bite you. 🧵 https://youtu.be/6yp-JrbZYYg

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Viktor Farcic @vfarcic.bsky.social · 13/08/2026

Going live... youtube.com/live/n3XvYOY...

YouTube video by DevOps & AI Toolkit

Viktor Farcic @vfarcic.bsky.social · 10/08/2026

Docker won the internet. Every cloud, every pipeline, every deployment runs on its idea. But the company that built it? A ghost. The scariest stories aren't about failing; they're about winning so completely your victory floats away without you. 🐳 youtu.be/kmLztKueTcI

Docker won the internet. Every cloud, every pipeline, every deployment runs on its idea. But the company that built it? A ghost. The scariest stories aren't about failing; they're about winning so completely your victory floats away without you. 🐳 https://youtu.be/kmLztKueTcI

Viktor Farcic @vfarcic.bsky.social · 06/08/2026

Going live... youtube.com/live/XC5A4up...

YouTube video by DevOps & AI Toolkit

Viktor Farcic @vfarcic.bsky.social · 03/08/2026

AI agents can do your ops work. But a non-deterministic swarm with full cloud credentials and no guardrails? That's a loaded gun pointed at prod. Here's how to put it on a leash 🧵👇 youtu.be/G6J2Z2fhlUo

AI agents can do your ops work. But a non-deterministic swarm with full cloud credentials and no guardrails? That's a loaded gun pointed at prod. Here's how to put it on a leash 🧵👇 https://youtu.be/G6J2Z2fhlUo

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Viktor Farcic @vfarcic.bsky.social · 30/07/2026

Going live youtube.com/live/7q0CgMe...!

DevOps & AI AMA

YouTube video by DevOps & AI Toolkit

Viktor Farcic @vfarcic.bsky.social · 27/07/2026

There's no patch for prompt injection. It's not a bug—it's how the models work. The real question: when it happens, how much damage can it do? New video on sandboxing AI agents so you can walk away and still sleep at night. 🔒 youtu.be/tWb7v7Nq808

There's no patch for prompt injection. It's not a bug—it's how the models work. The real question: when it happens, how much damage can it do? New video on sandboxing AI agents so you can walk away and still sleep at night. 🔒 https://youtu.be/tWb7v7Nq808

Viktor Farcic @vfarcic.bsky.social · 24/07/2026

What if your tests read like a spec doc AND never needed babysitting? DevAssure lets you write plain-English YAML, commit it to your repo, and an AI agent clicks through your app like a real user. Zero selectors. Zero page objects. youtu.be/bNJoeSXUdQg

What if your tests read like a spec doc AND never needed babysitting? DevAssure lets you write plain-English YAML, commit it to your repo, and an AI agent clicks through your app like a real user. Zero selectors. Zero page objects. https://youtu.be/bNJoeSXUdQg

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Viktor Farcic @vfarcic.bsky.social · 23/07/2026

Going live with AMA (after a few weeks break)! Ask anything. youtube.com/live/OBG4MJD...

DevOps & AI AMA

YouTube video by DevOps & AI Toolkit

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Viktor Farcic @vfarcic.bsky.social · 20/07/2026

The hardest part of fleet-scale inference isn't the model — it's the matchmaking. Which model runs on which GPU, across which cluster? Modelplane's scheduler handles all of it automatically. New video out now 👇 #AI #DevOps #Kubernetes youtu.be/Mc0BM63Pv00

The hardest part of fleet-scale inference isn't the model — it's the matchmaking. Which model runs on which GPU, across which cluster? Modelplane's scheduler handles all of it automatically. New video out now 👇 #AI #DevOps #Kubernetes https://youtu.be/Mc0BM63Pv00

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Viktor Farcic @vfarcic.bsky.social · 13/07/2026

I review entire AI-built features without reading a single line of code. My agents record their own tests as video clips. I watch a short reel, confirm it works, hit merge. Two gates. Total autonomy in between. 🧵 youtu.be/03VwVUadsRM

I review entire AI-built features without reading a single line of code. My agents record their own tests as video clips. I watch a short reel, confirm it works, hit merge. Two gates. Total autonomy in between. 🧵 https://youtu.be/03VwVUadsRM

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Viktor Farcic @vfarcic.bsky.social · 06/07/2026

My last task before bed isn't wrapping up. It's kicking off the NEXT round of work for my AI agents. They build while I sleep. I ship while they work. The cycle never stops. 🌙➡️☀️ youtu.be/DxZHsMu3NU0 #AIAgents #DevAutomation #AgentDeck

I'm a CEO Now: AI Agents Run My Entire Dev Workflow

YouTube video by DevOps & AI Toolkit

Viktor Farcic @vfarcic.bsky.social · 29/06/2026

The AI agent server stack that actually works: ✅ Cheap PC (~$900, one-time) ✅ Ubuntu Server ✅ Terminal agents (Claude Code, Codex) ✅ Tailscale + tmux ✅ Devbox + vals Full video breakdown 🎥 youtu.be/tCEhU9bQ-XY

The AI agent server stack that actually works: ✅ Cheap PC (~$900, one-time) ✅ Ubuntu Server ✅ Terminal agents (Claude Code, Codex) ✅ Tailscale + tmux ✅ Devbox + vals Full video breakdown 🎥 https://youtu.be/tCEhU9bQ-XY

Viktor Farcic @vfarcic.bsky.social · 22/06/2026

A dummy is a dummy, no matter whether they're using AI or not. AI agents are amplifiers. If you're good at your job, they make you better. If you're not, they help you cause a shitstorm at scale in minutes. youtu.be/_j4epp_MqF4

A dummy is a dummy, no matter whether they're using AI or not. AI agents are amplifiers. If you're good at your job, they make you better. If you're not, they help you cause a shitstorm at scale in minutes. https://youtu.be/_j4epp_MqF4

Viktor Farcic @vfarcic.bsky.social · 15/06/2026

You're not a coder anymore. You're the CTO of a company where everyone else is a model. Your job: write tight PRDs, set direction, approve the big calls. The agents handle the rest 👀 youtu.be/ZIWWDDu02Ik

You're not a coder anymore. You're the CTO of a company where everyone else is a model. Your job: write tight PRDs, set direction, approve the big calls. The agents handle the rest 👀 https://youtu.be/ZIWWDDu02Ik

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Viktor Farcic @vfarcic.bsky.social · 11/06/2026

Going live... youtube.com/live/ru3iXH-...

YouTube video by DevOps & AI Toolkit

Viktor Farcic @vfarcic.bsky.social · 08/06/2026

The fix for broken code review isn't hiring more reviewers. It's flipping the ORDER. AI first → humans second. By the time a person opens the PR, the noise is already gone. Only the real judgment calls remain. Full breakdown in my latest video: youtu.be/KyodvaYemxM

The fix for broken code review isn't hiring more reviewers. It's flipping the ORDER. AI first → humans second. By the time a person opens the PR, the noise is already gone. Only the real judgment calls remain. Full breakdown in my latest video: https://youtu.be/KyodvaYemxM

Viktor Farcic @vfarcic.bsky.social · 04/06/2026

Going live... youtube.com/live/vpNWz8m...

YouTube video by DevOps & AI Toolkit

Viktor Farcic @vfarcic.bsky.social · 01/06/2026

I run multiple AI agents with different models — Opus as orchestrator, GPT as coder, Kimi as reviewer. OpenRouter makes this effortless. One gateway, full flexibility, real cost visibility. Here's the setup 👇 youtu.be/YKCJwk6xLwA

I run multiple AI agents with different models — Opus as orchestrator, GPT as coder, Kimi as reviewer. OpenRouter makes this effortless. One gateway, full flexibility, real cost visibility. Here's the setup 👇 https://youtu.be/YKCJwk6xLwA

Viktor Farcic @vfarcic.bsky.social · 28/05/2026

Going live... youtube.com/live/D-HZF_L...

YouTube video by DevOps & AI Toolkit

Viktor Farcic @vfarcic.bsky.social · 25/05/2026

The gap between 'something broke' and 'I know what's wrong' just got much smaller. AI agents reading your metrics, logs & traces directly = faster incidents, less tab-switching. ⚡ youtu.be/HI6KleJAZPY #Grafana #AIObservability #ClaudeCode

I Stopped Staring at Dashboards. AI Reads My Grafana Metrics Now.

YouTube video by DevOps & AI Toolkit

Viktor Farcic @vfarcic.bsky.social · 18/05/2026

Stop thinking about AI coding tools. Start thinking about AI management styles. 4 modes: assist, approve, observe, delegate. The tool should follow the mode — not the other way around. youtu.be/7ME4R__IlLg

The 4 Modes of AI Coding (And Why Your Tool Picks Itself)

YouTube video by DevOps & AI Toolkit

Viktor Farcic @vfarcic.bsky.social · 11/05/2026

The question isn't whether AI replaces creative work. It's which side you're on. Orchestrators sit next to their files, run proper agents, and plug in specialized tools (like Higgsfield). Everyone else gets replaced by them.👇 youtu.be/H8vcbLTBhco #AIVideoGeneration #MCPIntegration #ClaudeCode

How I Hooked AI Video Generation Into My Dev Workflow (with Higgsfield)

YouTube video by DevOps & AI Toolkit

Viktor Farcic @vfarcic.bsky.social · 07/05/2026

Going live... youtube.com/live/2t8W1vW...

YouTube video by DevOps & AI Toolkit

Viktor Farcic @vfarcic.bsky.social · 04/05/2026

Running 5 AI agents in parallel changes everything. You stop being a software engineer and become a project manager, tech lead, and architect all at once. Your team just happens to be made of AI. 👇 youtu.be/dNmaFkOVIa8 #AIAgents #TerminalTools #AgentDeck

I Built a Tool to Manage Multiple AI Agents at Once

YouTube video by DevOps & AI Toolkit

Viktor Farcic @vfarcic.bsky.social · 30/04/2026

Going live... youtube.com/live/PClC7l0...

DevOps & AI Q&A

YouTube video by DevOps & AI Toolkit

Viktor Farcic @vfarcic.bsky.social · 27/04/2026

MCP vs CLI for AI agents: which wins? Spoiler: it depends on server design. A lean 8-tool MCP server? Great. A 50-tool monster with full schemas? You've lost tens of thousands of tokens before asking anything. Full breakdown. youtu.be/TuIZoFyBKIM

MCP Is Burning Your Tokens Before You Ask a Single Question

YouTube video by DevOps & AI Toolkit

Viktor Farcic @vfarcic.bsky.social · 23/04/2026

Going live... youtube.com/live/foxo6r2...

YouTube video by DevOps & AI Toolkit

Viktor Farcic @vfarcic.bsky.social · 22/04/2026

Looking forward to your questions in tomorrow's Ask Us Anything session. youtube.com/live/foxo6r2...

YouTube video by DevOps & AI Toolkit

Viktor Farcic @vfarcic.bsky.social · 21/04/2026

AI Won't Kill Your Job. Your Customers Using AI Will. Your job isn't at risk because AI can write code. It's at risk because AI can help your CUSTOMERS write code. The most important career question of 2026: does your company SELL software, or USE it? youtu.be/Z-ZnXPlrZME

AI Won't Kill Your Job. Your Customers Using AI Will

YouTube video by DevOps & AI Toolkit

Viktor Farcic @vfarcic.bsky.social · 16/04/2026

Going live... youtube.com/live/TSkI5le...

YouTube video by DevOps & AI Toolkit

Viktor Farcic @vfarcic.bsky.social · 13/04/2026

The bottleneck moved. Code is now cheap and abundant. AI generates it faster than any human. The scarce resource? Architecture, context, verification, judgment. youtu.be/sDy55DIkIJ0

AI Just Killed the Software Engineer (And Created Something Better)

YouTube video by DevOps & AI Toolkit

Viktor Farcic @vfarcic.bsky.social · 09/04/2026

Going live... youtube.com/live/aq_AO9a...

YouTube video by DevOps & AI Toolkit

Viktor Farcic @vfarcic.bsky.social · 06/04/2026

The gap between a generic coding assistant and an AI agent that truly understands YOUR company is enormous. Here's the complete blueprint for building custom AI agents: system context, tools, knowledge retrieval, security, and cost optimization. youtu.be/98yYcWwD95I

I Built Custom AI Agents for My Team (Here's the Complete Blueprint)

YouTube video by DevOps & AI Toolkit

Viktor Farcic @vfarcic.bsky.social · 02/04/2026

We're live! Ask anything about anything. youtube.com/live/EA93bbI...

DevOps Q&A: April 2, 2026

YouTube video by DevOps & AI Toolkit

Viktor Farcic @vfarcic.bsky.social · 30/03/2026

Fixed replicas are always wrong. You're either wasting resources or under-provisioned. Here's how to build Kubernetes autoscaling that goes from 0→5 replicas based on actual traffic, using tools you probably already have. youtu.be/K0aaB2L3sXI

Kubernetes Serverless Without the Vendor Lock-In (Here's How)

YouTube video by DevOps & AI Toolkit

Viktor Farcic @vfarcic.bsky.social · 23/03/2026

Built AI inference platform using Kubernetes + Crossplane. One custom resource = any team can deploy a model. No GPU expertise required. Your data never leaves your network. Full walkthrough: youtu.be/odZ4WclCX5s

Building Inference-as-a-Service on Kubernetes

YouTube video by DevOps & AI Toolkit

Viktor Farcic @vfarcic.bsky.social · 21/03/2026

Goodbye ghostty.org. You'll keep running on my machines forever, but I will never see you again.

Ghostty is a fast, feature-rich, and cross-platform terminal emulator that uses platform-native UI and GPU acceleration.

Viktor Farcic @vfarcic.bsky.social · 19/03/2026

We're live... Ask us anything. youtube.com/live/lX4VM6O...

YouTube video by DevOps & AI Toolkit

Viktor Farcic @vfarcic.bsky.social · 19/03/2026

"Just tell the AI how we do things" doesn't scale. Tribal knowledge fails. Copy-pasting docs fails. In this video, I show how a vector database + embeddings + MCP server gives your coding agent real company context—automatically. No more fixing AI output by hand. youtu.be/P-Sv6tKPeLQ

AI Coding Agents Are Blind to Your Company Knowledge (Here's the Fix)

YouTube video by DevOps & AI Toolkit

Viktor Farcic @vfarcic.bsky.social · 12/03/2026

Going live... youtube.com/live/dd9pAta...

YouTube video by DevOps & AI Toolkit