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Queueing Theory v2: DORA metrics, queue-of-queues, chi-alpha-beta-sigma notation

https://github.com/joelparkerhenderson/queueing-theory
1•jph•10m ago•0 comments

Show HN: Hibana – choreography-first protocol safety for Rust

https://hibanaworks.dev/
3•o8vm•12m ago•0 comments

Haniri: A live autonomous world where AI agents survive or collapse

https://www.haniri.com
1•donangrey•13m ago•1 comments

GPT-5.3-Codex System Card [pdf]

https://cdn.openai.com/pdf/23eca107-a9b1-4d2c-b156-7deb4fbc697c/GPT-5-3-Codex-System-Card-02.pdf
1•tosh•26m ago•0 comments

Atlas: Manage your database schema as code

https://github.com/ariga/atlas
1•quectophoton•29m ago•0 comments

Geist Pixel

https://vercel.com/blog/introducing-geist-pixel
1•helloplanets•31m ago•0 comments

Show HN: MCP to get latest dependency package and tool versions

https://github.com/MShekow/package-version-check-mcp
1•mshekow•39m ago•0 comments

The better you get at something, the harder it becomes to do

https://seekingtrust.substack.com/p/improving-at-writing-made-me-almost
2•FinnLobsien•41m ago•0 comments

Show HN: WP Float – Archive WordPress blogs to free static hosting

https://wpfloat.netlify.app/
1•zizoulegrande•42m ago•0 comments

Show HN: I Hacked My Family's Meal Planning with an App

https://mealjar.app
1•melvinzammit•43m ago•0 comments

Sony BMG copy protection rootkit scandal

https://en.wikipedia.org/wiki/Sony_BMG_copy_protection_rootkit_scandal
1•basilikum•45m ago•0 comments

The Future of Systems

https://novlabs.ai/mission/
2•tekbog•46m ago•1 comments

NASA now allowing astronauts to bring their smartphones on space missions

https://twitter.com/NASAAdmin/status/2019259382962307393
2•gbugniot•50m ago•0 comments

Claude Code Is the Inflection Point

https://newsletter.semianalysis.com/p/claude-code-is-the-inflection-point
3•throwaw12•52m ago•1 comments

Show HN: MicroClaw – Agentic AI Assistant for Telegram, Built in Rust

https://github.com/microclaw/microclaw
1•everettjf•52m ago•2 comments

Show HN: Omni-BLAS – 4x faster matrix multiplication via Monte Carlo sampling

https://github.com/AleatorAI/OMNI-BLAS
1•LowSpecEng•53m ago•1 comments

The AI-Ready Software Developer: Conclusion – Same Game, Different Dice

https://codemanship.wordpress.com/2026/01/05/the-ai-ready-software-developer-conclusion-same-game...
1•lifeisstillgood•55m ago•0 comments

AI Agent Automates Google Stock Analysis from Financial Reports

https://pardusai.org/view/54c6646b9e273bbe103b76256a91a7f30da624062a8a6eeb16febfe403efd078
1•JasonHEIN•58m ago•0 comments

Voxtral Realtime 4B Pure C Implementation

https://github.com/antirez/voxtral.c
2•andreabat•1h ago•1 comments

I Was Trapped in Chinese Mafia Crypto Slavery [video]

https://www.youtube.com/watch?v=zOcNaWmmn0A
2•mgh2•1h ago•0 comments

U.S. CBP Reported Employee Arrests (FY2020 – FYTD)

https://www.cbp.gov/newsroom/stats/reported-employee-arrests
1•ludicrousdispla•1h ago•0 comments

Show HN: I built a free UCP checker – see if AI agents can find your store

https://ucphub.ai/ucp-store-check/
2•vladeta•1h ago•1 comments

Show HN: SVGV – A Real-Time Vector Video Format for Budget Hardware

https://github.com/thealidev/VectorVision-SVGV
1•thealidev•1h ago•0 comments

Study of 150 developers shows AI generated code no harder to maintain long term

https://www.youtube.com/watch?v=b9EbCb5A408
2•lifeisstillgood•1h ago•0 comments

Spotify now requires premium accounts for developer mode API access

https://www.neowin.net/news/spotify-now-requires-premium-accounts-for-developer-mode-api-access/
1•bundie•1h ago•0 comments

When Albert Einstein Moved to Princeton

https://twitter.com/Math_files/status/2020017485815456224
1•keepamovin•1h ago•0 comments

Agents.md as a Dark Signal

https://joshmock.com/post/2026-agents-md-as-a-dark-signal/
2•birdculture•1h ago•1 comments

System time, clocks, and their syncing in macOS

https://eclecticlight.co/2025/05/21/system-time-clocks-and-their-syncing-in-macos/
1•fanf2•1h ago•0 comments

McCLIM and 7GUIs – Part 1: The Counter

https://turtleware.eu/posts/McCLIM-and-7GUIs---Part-1-The-Counter.html
2•ramenbytes•1h ago•0 comments

So whats the next word, then? Almost-no-math intro to transformer models

https://matthias-kainer.de/blog/posts/so-whats-the-next-word-then-/
1•oesimania•1h ago•0 comments
Open in hackernews

What I Expected from Computer Engineering and Notes on first public project

2•Victor_Sousa•1mo ago
Am I expecting too much from a university degree? As someone early in my career, can I still contribute to the education of our field?

I’d appreciate advice on learning in public and on whether the approach below makes sense.

I’m a 19-year-old programmer from Brazil. I’ve been working on systems for aerospace machining facilities since I was 17. As I’ve learned more about professional software development, I’ve also realized how messy my early code was—which I think is a normal part of learning.

I started a Computer Engineering degree at a state university when I was 18. So far, the experience has been far from what I expected. Many courses feel disconnected from real systems or hardware, with exercises that seem abstract and rarely connected to each other.

If calculus I, II, and III are essential to solving computer engineering problems, why do we mostly work with artificial examples? If concepts like frequency filters and statistics are foundational to real systems, why are they often taught without practical context?

Projects such as Nand2Tetris or Programming from the Ground Up seem to exist precisely to fill these gaps. This makes me wonder why this disconnect appears so frequently in university curricula.

Before university, I had a very different learning experience. At 14, I studied Machining Mechanics at SENAI, a Brazilian institution closely connected to industry and employers. We would learn the math behind a component in the morning and apply it the same day on real machines. We designed machining processes and built practical tools—things we could take home, use, and show to others.

Later, I participated in a CNC competition program aiming for WorldSkills qualification. That experience taught me discipline, performance, and continuous improvement.

This is the feeling I miss in my Computer Engineering education.

I’ve often been asked to teach—by friends, classmates, and even people online. I’ve helped peers and supported teachers informally for years. At some point, I realized I should stop only criticizing and try to build something that represents what I believe Computer Engineering education could look like.

I’ve always believed that engineers should be able to build their “something” from the ground up. Not as scientists, but as the people who make complex systems actually work.

For a project-based learning course, I decided to build a drone and a Ground Control Station (GCS) as the core project.

My idea is to use a top-down approach, working across multiple abstraction layers. We would start with design patterns, engineering thinking, and real-world development practices using C#. The system would begin as a modular monolith, then be decomposed into microservices. Over time, services would be reimplemented in C++, and later in C, to make trade-offs between abstraction, performance, and control explicit.

While access to electronics labs is limited, I still want to explain how the underlying physics and mathematics behind gyroscopes, GPS, and barometers are translated into real drone components by computer engineers.

The GCS would involve networking, authentication, security, and control systems, implemented as a web-accessible server, with a mobile app acting as the remote controller.

I fully expect to be corrected many times—and that’s part of the goal. This isn’t meant to be a simple DIY project, but an attempt to bring together everything I enjoy about engineering into a coherent, project-based learning experience.

My questions are:

Does this project make sense as a learning path for computer engineering?

Is this a reasonable scope for a student-led, project-based course?

Would you be willing to review the outline of a free book I’m writing based on this approach and share feedback?