Thom Code

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07/09/2026

This Is What Separates Vibe Coders From Real Coders

Most Big O explanations hand you the rules: drop the constants, keep the biggest term. This one derives them. We start by timing two algorithms on a laptop, watch the winner flip on a different machine, and work out what is left once the machine is taken out of
the answer.

By the end you will have built 5n+3 line by line, seen exactly why the 5 is your choice and the n is not, and reduced it to O(n) without being told to.

The counting model used throughout: one assignment, one comparison, one arithmetic operation, and one array read each count as a single step.

CHAPTERS
1:02​ Agreeing on what counts as one step
3:32​ Hardware moves the constant. The algorithm moves the shape.
5:19​ What Big O actually says
7:21​ What to use it for

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07/09/2026

Big AI wants you broke... here are some free alternatives

In this video we cover 5 free and open-source tools that'll help you cut token costs. Let's dive in.

Ollama
9router
Headroom
Diffy
OpenHands

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07/09/2026

Should YOU Become a Cloud Engineer

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07/09/2026

Docker vs Podman Explained: Do We Still Need Docker

In this video, Cloud X Berry explains Docker vs Podman in a simple and beginner-friendly way.

Docker already lets you build and run containers, so why did Podman need to exist? The answer isn't that Podman runs containers while Docker doesn't. Both do. The interesting difference is what happens behind the command you type, and once you see it, most of the comparison stops being confusing.

We start with the problem both tools solve: a Linux server, several containers, and something that has to create them, start and stop them, manage images, networking and storage, and answer when you run a command. Then we open up how each tool answers that. With Docker, the CLI talks to a long-running background process, the Docker daemon, and the daemon does the work. With Podman there is no central daemon at all. The CLI creates and manages containers directly. That sounds like a small architectural difference, but it has consequences, and the video follows them one by one.

From there we build the picture piece by piece: why a shared server makes rootless containers matter, what Podman's non-root model actually gives you, and the honest caveat that Docker has a rootless mode too, so the real difference is what each tool was designed around. We look at what carries over if you already know Docker: the same commands, the same concepts, and images built on the OCI standard so the same image often runs on either tool. Then a real project with a backend, a database and a cache, what Docker Compose solves, where Docker's ecosystem is genuinely ahead, and how Podman works with Compose through external providers. We cover pods, why they make Kubernetes easier to understand locally, and finish with a straight answer on when Docker is the practical choice, when Podman becomes very interesting, and why one does not simply replace the other.

CHAPTERS

0:12​ The problem both tools solve
0:33​ Docker: the CLI talks to dockerd
0:54​ Podman is daemonless
2:05​ The command line is familiar
3:31​ Pods and Kubernetes
4:30​ Central daemon or daemonless

WHO THIS IS FOR
Developers who keep hearing "just use Podman" and want to know what actually changes, engineers running containers on shared Linux hosts who care about running without root, teams weighing whether their Docker Compose setup would survive a switch, and anyone preparing for interviews where container architecture or Kubernetes comes up.

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07/09/2026

This Trick Is Super Useful In Python.

07/09/2026

5 Types Of Programmers

07/09/2026

You Need To Know This In Python.

06/09/2026

Programmers who changed Programming forever!

In this video, You will meet 5 programmers who changed the programming field and the world forever!

πŸ””Subscribe and turn notifications on to get notified for new videos about Web development and Programming-related Topics!

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06/09/2026

This Function Is Super Useful In Python

06/09/2026

πŸ›‘οΈ Cybersecurity Roadmap β€” 2026

Stage 1: 🐍 Python
Stage 2: 🌐 Networking
Stage 3: 🐧 Linux
Stage 4: πŸ” Security Fundamentals
Stage 5: πŸ•΅οΈ Ethical Hacking
Stage 6: 🧰 Security Tools
Stage 7: πŸ›‘οΈ SOC + SIEM
Stage 8: ☁️ Cloud Security
Stage 9: 🚨 Incident Response
Stage 10: 🎯 Security Projects

Don't just learn cybersecurity.
Learn to find, exploit, detect, and fix vulnerabilities.

πŸ† Cybersecurity unlocked. πŸ”₯

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