Ahmed
6.7K posts

Ahmed
@NeutronAhmed
I love tech , anime, sitcom and chemistry. Blog: https://t.co/eaeruh4lNE
🌎 Katılım Mart 2015
1.1K Takip Edilen327 Takipçiler

me then somebody dey work 2yrs he always dey refer to me as ‘wo nua’. then send u mail say crosscheck for ma der say i get copy of the transfer voucher. he roam the whole HQ dey search who be debrah.
bro: me nua!
me: wassup?
bro: i dey search some debrah guy bi
me: ebi me oo
Mr. Akyeampong@MrAkyeampong
Men are so easy going, they could be friends for years and never know each other’s surnames
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ITS THAT TIME OF THE YEAR AGAINNNNNN
AnimeTV チェーン@animetv_jp
BLEACH: Thousand-Year Blood War – The Calamity Hits U.S. Theaters in June 2026! Episodes 1–3 will screen in theaters from June 25 to 29 ahead of the series’ broadcast and streaming release. (English sub & dub) ✨More details: animetv-jp.net/bleach-thousan…
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Kubernetes is beautiful.
Every Concept Has a Story, you just don't know it yet.
In k8s, you run your app as a pod. It runs your container. Then it crashes, and nobody restarts it. It is just gone.
So you use a Deployment. One pod dies and another comes back. You want 3 running, it keeps 3 running.
Every pod gets a new IP when it restarts. Another service needs to talk to your app but the IPs keep changing. You cannot hardcode them at scale.
So you use a Service. One stable IP that always finds your pods using labels, not IPs. Pods die and come back. The Service does not care.
But now you have 10 services and 10 load balancers. Your cloud bill does not care that 6 of them handle almost no traffic.
So you use Ingress. One load balancer, all services behind it, smart routing. But Ingress is just rules and nobody executes them.
So you add an Ingress Controller. Nginx, Traefik, AWS Load Balancer Controller. Now the rules actually work.
Your app needs config so you hardcode it inside the container. Wrong database in staging. Wrong API key in production. You rebuild the image every time config changes.
So you use a ConfigMap. Config lives outside the container and gets injected at runtime. Same image runs in dev, staging and production with different configs.
But your database password is now sitting in a ConfigMap unencrypted. Anyone with basic kubectl access can read it. That is not a mistake. That is a security incident.
So you use a Secret. Sensitive data stored separately with its own access controls. Your image never sees it.
Some days 100 users, some days 10,000. You manually scale to 8 pods during the spike and watch them sit idle all night. You cannot babysit your cluster forever.
So you use HPA. CPU crosses 70 percent and pods are added automatically. Traffic drops and they scale back down. You are not woken up at 2am anymore.
But now your nodes are full and new pods sit in Pending state. HPA did its job. Your cluster had nowhere to put the pods.
So you use Karpenter. Pods stuck in Pending and a new node appears automatically. Load drops and the node is removed. You only pay for what you actually use.
One pod starts consuming 4GB of memory and nobody told Kubernetes it was not supposed to. It starves every other pod on that node and a cascade begins. One rogue pod with no limits takes down everything around it.
So you use Resource Requests and Limits. Requests tell Kubernetes the minimum your pod needs to be scheduled. Limits make sure no pod can steal from everything around it. Your cluster runs predictably.
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Containers turn "works on my machine" into "works everywhere."
I just containerized a RAG API with Docker and pushed it to Docker Hub today.
my step-by-step process here 👇
learn.nextwork.org/fulfilled_oran…
#DevOps #Docker #AI #NextWork
Thanks @itsnextwork!
#nextwork
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AGE UPDATE FOR 2026
1990 - 38 years old
1991 - 37 years old
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We are no longer kids guys 😭😭😭
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@TheDumbTechGuy Site looks great👌🏽. Didn’t know you did Agriculture in undergrad… same here 🍻
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I finally built a #sophisticated website for myself.
Feel free to book me if you need my services.
thedumbtechguy.com
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I got 9/10. Take the quiz:
Money Moves: Test Your Money Knowledge
Stand a chance to win $10.00 when you take this quiz and share your result useaccrue.com/quiz/test-your… via @useaccrue
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