What makes a great quantum circuit README?

After rewriting 50 READMEs, I settled on 4 layers:

1. Intuition — the physical picture, no equations
2. How it works — what each gate does to the state
3. The math — state evolution for those who want proof
4. Expected output — what you should see when you run it

Each layer for a different reader: beginner → student → physicist → experimenter.

Most READMEs I've seen only have layer 2. Which do you skip to first?

#QuantumComputing #LearningInPublic

I audited 50 quantum circuits line by line. Three bugs:

1. My H₂ VQE had a wrong Hamiltonian coefficient. The optimizer still converged. It gave the right answer. The Hamiltonian was wrong.

2. 4 PennyLane circuits broke after a NumPy update. Version pinning matters.

3. Qiskit's little-endian qubit ordering silently changes results when porting between frameworks.

Lessons: "it converges" ≠ "it's correct." Full write-up Monday.

https://qubithub.co

#QuantumComputing #LearningInPublic

QubitHub — Where Quantum Algorithms Come to Life

QubitHub is developer infrastructure for quantum computing — discover, share, and execute quantum circuits across any framework.

QubitHub

I studied physics at Göttingen, where quantum mechanics was born (Heisenberg, Born, Jordan — 1925).

20 years in software later, the centenary year pulled me back. Tried reproducing a circuit from a paper. 15 lines of code, 3 hours of setup.

So I built QubitHub — free, browser-based. Run Qiskit, PennyLane, Cirq circuits. No install. 50 curated circuits.

Still learning. What would make this useful for you? → https://qubithub.co

#QuantumComputing #LearningInPublic #Physics

Just published a blog about what it actually feels like to go through the Outreachy application process — the confusion, learning, and small progress along the way.

Still in the middle of it, but learning more than I expected.

You can read it here: https://akriti-sengar.hashnode.dev/getting-started-with-outreachy

#Outreachy #OpenSource #LearningInPublic

🚀 Just finished my #DEZoomcamp project! I built an end-to-end pipeline to process population frequencies from the European Variation Archive (EVA).

The Stack:
🛠️ Orchestration: #Bruin (Asset-based & lightweight)
📥 Ingestion: On-the-fly Python filtering
⚡ DWH: #ManticoreSearch for sub-second variant lookups
📊 UI: #Gradio dashboard
🐳 Env: #Docker & Codespaces & Cloud Run

Efficiency > Big Budgets. 🧬

🔗 https://github.com/tnotstar/data-engineering-zoomcamp-2026-project-attempt-1

#DataEngineering #Python #OpenSource #LearningInPublic #DataTalksClub

GitHub - tnotstar/data-engineering-zoomcamp-2026-project-attempt-1: First project attempt for Data Engineering Zoomcamp

First project attempt for Data Engineering Zoomcamp - tnotstar/data-engineering-zoomcamp-2026-project-attempt-1

GitHub

Wrote a short blog about my first steps with Fedora while exploring open source.

Still figuring things out, but I’ve learned you don’t need to have everything sorted before you start.

If you want to check it out: https://akriti-sengar.hashnode.dev/putting-fedora-into-my-own-words-a-beginner-s-perspective-as-an-outreachy-applicant

#Fedora #Outreachy #OpenSource #LearningInPublic

Rest is part of the system!

Burnout is the #1 reason people quit their cert journey 3 months in. Schedule recovery the same way you schedule study.

The people who make it in this field aren't always the most talented.
They're the most organized and the most consistent.

What's one habit that's made the biggest difference in your cybersecurity growth? 👇

#InfoSec #CyberSecurity #CertPrep #OSCP #BlueTeam #RedTeam #Productivity #CareerGrowth #LearningInPublic

🦀 Rust Weekly Log

📡 RustPulse
Postgres persistence with sqlx + documented schema init & verification
https://vinecksie.super.site/rustpulse

🔐 Sealed in Rust Crypto book
Identity Systems chapter: Argon2 password storage in real architectures
https://vinecksie.github.io/sealed-in-rust/03-domains/03-00-identity-systems.html

▶️ ChaCha20 video
https://youtu.be/UUQj-9SiKKg

#rust #cryptography #backend #security #learninginpublic

RustPulse – Secure, Real-Time Telemetry Engine

‣ Source code

RustPulse – Secure, Real-Time Telemetry Engine

Transitioning from Linux Systems Engineering into Full-Stack Web Development, I’ve been building small projects to strengthen my skills. Today I finished a simple Notes App using Nuxt.

It helped me practice project structure, pages, components, composables, reactivity, CRUD logic, and UI organization.

🔗 https://github.com/thelinuxlighthouse/nuxt-notes-app

#Nuxt #Nuxtjs #Vue #Vuejs #JavaScript #WebDevelopment #FullStackDevelopment #LearningInPublic #SoftwareDevelopment #linux #foss