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#reliability

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✅ #Debian : Renowned for its #stability and #reliability, this is a free, open-source operating system that receives regular updates and security patches. Thanks to a large community of active and committed developers, Debian is constantly evolving while remaining rock-solid. 🌟 A trusted choice for those looking for a robust and secure OS. 🕵️

In short: Stability, security and community

Why I Read Code, Not Just Docs.

Many ask what books I read to know so much. Truth? I read a lot.

The Key is to read Iterative on usage:
📚 I read & test language updates to stay ahead.
📚 I read JavaDocs from methods to understand my tools.
📚 I dive into source code to see reality.

Marketing slides, old books, outdated websites, foreign benchmarks, YouTube videos, consultants, or sales pitches, code doesn't tell you everything.

That's how I spot:
❌ Frameworks abusing ThreadLocals, reflection, synchronised.
❌ "GraalVM-ready" still needing class loading & build on runtime.
❌ Cloud SDK packed with 300+ dependencies.
❌ Memory leaks, vulnerabilities & hidden bloat.
[...]

AI won't save us, it'll just continue the trend.

💡 Resilience. Reliability. Reusability.
Always wrong investments…

If you think bugs, tech debt & maintenance are “normal,” do the world a favor: resign. You’re part of the problem.

MVP/PoC ≠ Done.
It’s a candle - fragile, short-lived.
Real engineering = the light bulb: robust, lasting.

But devs & managers stop at "it works."
Why? Because real engineering demands more.
More thinking. More iterations. More uncomfortable truths.

💀 Fragile systems = endless maintenance.
💀 Seniors wasted on babysitting.
💀 Knowledge stagnates.

🔍 Product & Tech - Two worlds, but only one is visible.
Mixing them = slower, costlier, dumber.

🔥 Resilient systems don’t break.
🔥 Reliable systems don’t fail.
🔥 Reusable systems don’t get rewritten.

Start building like you mean it.

Continued thread

Update. From @hildabast: "What if We Can’t Rely on PubMed?"
absolutelymaybe.plos.org/2025/

"#PubMed is incredibly reliable…That said, between the risks of an exodus of key personnel, understaffing, or goodness-knows-what vandalism when a goon squad arrives at NIH, it’s not paranoid any more to think ahead to the once-unthinkable. What would PubMed enshittification look like? Could PubMed go down more often, and for longer? Might services no longer be free? How else could the #quality and #reliability of its services be degraded?"

Absolutely Maybe · What if We Can't Rely on PubMed? - Absolutely MaybePubMed is incredibly reliable. And a lot depends on it. It’s an ecosystem built around MEDLINE, the steady feed of new publications…

Nearly half of EU citizens no longer see US as most important ally, survey shows

A growing number of #EU citizens are distancing themselves from the US, according to a survey by the Bertelsmann Stiftung Foundation on over 26,000 people in the 27-member states.

Around 49% believe #Washington is no longer their most important ally

euronews.com/my-europe/2024/11

#Europe#ally#trust

I need to rant. Maybe I have a few Resilience friends out there who can sympathize.

It's not OK to cut people off from complexity.

First of all, it's insulting. The action infuses itself with distrust. It is some sort of disgusting us-vs-them holdover from like 2005.

Second of all, the dogma of "the developer sits and works on their little piece and knows nothing about what goes on around them" doesn't work anymore. Interactions matter, sharing knowledge matters, working together to understand each other's limitations and where we can find adaptive capacity, that all matters. It's not stuff you can put on a pre-flight checklist or a runbook, it's relationship building.

When we build relationships across the boundaries of the technologies we're building, we learn how to see the interactions between them. If we are only on one side of the equation, we're missing the interaction. And that's where the learning happens, witnessing how the system interacts and updating our mental models.

When we share this activity, we form a more complete picture of the system between a more broadly trained set of people. We discover new ways of doing things because new perspectives are added. Diversity makes these interactions come alive.

So when leaders pull out their managerspeak dialectic and say to me "devs don't need to know anything about the orchestration system" ... that isn't what I'm hearing.

I'm hearing: "Control and simplification is more important than learning."

#Journals | #EPJ Applied Physics
"The reliability impact of N doping on the HfO2 charge-trapping layer: a first-principles study"
Fengyu Ye from #WuhanUniversity

Explore the cutting-edge research in material science and semiconductor technology!
➡️ bit.ly/3WWSf0v

#MaterialScience #Semiconductors #Nanotechnology #Physics #AcademicPublishing #ScientificResearch #HfO2 #OpenAccess #FirstPrinciples #Reliability #ScienceMastodon @ScienceScholar @academicsunite
@academicchatter

#Journals | #EPJ Applied Physics
"The reliability impact of N doping on the HfO2 charge-trapping layer: a first-principles study"
Fengyu Ye from #WuhanUniversity

Explore the cutting-edge research in material science and semiconductor technology!
➡️ bit.ly/3WWSf0v

#MaterialScience #Semiconductors #Nanotechnology #Physics #AcademicPublishing #ScientificResearch #HfO2 #OpenAccess #FirstPrinciples #Reliability
#ScienceMastodon
@ScienceScholar @academicsunite
@academicchatter