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Galadriel Gala
Galadriel Gala

The Architecture Audit: Why Specialized AWS Expertise Matters

When does 'knowing a bit of AWS' stop being enough for a growing product? We’ve been running on basic cloud instances for two years, but our infrastructure has become a 'black box' of hidden costs and manual scaling. I’m arguing that we need to hire dedicated AWS developers who specialize in things like Infrastructure as Code (IaC) and automated CI/CD pipelines. For those who have made the switch from generalist teams to specialized cloud experts: how much did it actually improve your 'Good Experience' in terms of developer productivity and system uptime? Was there a specific 'breaking point' where you realized a generalist couldn't handle the complexity anymore?

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Daeron Daeron
Daeron Daeron
20 hours ago

Knowing a bit of AWS” usually stops being enough when scaling, reliability, and cost control start fighting each other. For us, the breaking point was manual fixes at 2 a.m., unpredictable bills, and fragile deploys. Bringing in specialists—specifically to hire aws devops engineers at artjoker.net—changed the experience fast. Infrastructure as Code removed guesswork, CI/CD reduced deploy stress, and monitoring became proactive instead of reactive. Developer productivity improved because engineers focused on features, not firefighting, and uptime stabilized. The real gain wasn’t just performance—it was confidence in the system and the team’s workflow.

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benny reiv
benny reiv
23 hours ago · joined the group.
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Dima Dima
Dima Dima

Is meiosis used in labs? Really?

I read somewhere that meiosis is used in laboratory techniques and tissue culture. Is that true? I thought meiosis only happens in our bodies to make sperm and eggs. Can someone explain how scientists use meiosis phases in real experiments or biotech? Thanks!

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benny reiv
benny reiv
23 hours ago

Yes, it’s true – scientists do use knowledge of meiosis in labs, even though natural meiosis happens in gonads. In biotechnology, researchers can induce or mimic meiotic division in cell cultures to produce haploid cells or gamete-like cells. For example, in infertility research, embryonic stem cells or induced pluripotent stem cells (iPSCs) can be guided to go through meiosis phases in vitro to form functional sperm or egg precursors. This is called in vitro gametogenesis. Also, understanding crossing over and recombination in prophase I helps scientists design better gene editing strategies or create genetic diversity in plant breeding (they use meiotic recombination to introduce useful traits). Tissue culture sometimes manipulates cell cycles to study meiotic checkpoints or to produce haploid plants (especially useful in crop improvement). The whole process is explained nicely here: phases of meiosis Very interesting topic!

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