Dev

Web3 ♥️ | Nodes Validator setup | Devops

[Dev @Dev7nsh]

@verbove https://t.co/ShwJiheE6L

[Dev @Dev7nsh]

This is what it looks like right now. Still ugly in places, but it's finding real savings already.

[Dev @Dev7nsh]

Been staring at cloud bills for the last 2 weeks and it's kinda insane how much waste is just... sitting there.

[Dev @Dev7nsh]

Idle VMs, 15% CPU pods running as 4x large, prometheus metrics no one looks at.

Started hacking on a little tool that connects to AWS/GCP + Prometheus and just points out the obvious stuff to kill/resize.

[Dev @Dev7nsh]

I wired up cost data (AWS/GCP/Azure) + utilization metrics and let AI correlate it.

e.g. "this instance is at 12% CPU for 30 days, downsize it" or "this volume hasn't been attached in 3 weeks"

Building it for myself first. Screenshot of current state:

[Dev @Dev7nsh]

TIL: You can save 30%+ on cloud just by actually reading your Prometheus data.

[Dev @Dev7nsh]

AI agents get expensive from retries, not tokens.

Fix: route to smaller models, set execution budgets, track cost/success.

Full playbook: https://t.co/bRcAuG6bCR

#MLOps

[Dev @Dev7nsh]

Can 1 engineer run AI agents? For a narrow workflow, yes.

Key: MLOps + guardrails + human-in-the-loop for exceptions.

I broke down the setup + cost model here:
https://t.co/bRcAuG6bCR
#LLMOps #AgentOps #DevOps

[Dev @Dev7nsh]

You don't need 100 people to run AI agents. You need MLOps.

Lean teams cut costs 50% by:
→ Right-sizing models
→ Capping retries/tokens
→ Measuring cost per successful task
Guide: https://t.co/bRcAuG6bCR
#MLOps #AIAgents

[Victor @vimtor]

life before knowing what a token limit was

[Dev @Dev7nsh]

There’s no universal winner.
Self-managed Kubernetes gives you control.

EKS gives you operational simplicity.

I broke down the trade-offs and when each approach makes sense 👇
AWS EKS vs Self-Managed Kubernetes
#DevOps #AWS #Kubernetes #EKS #CloudEngineering

[Dev @Dev7nsh]

A production application was ready to scale.

The next decision wasn’t just “Which Kubernetes setup should we use?”

[Dev @Dev7nsh]

It was:
Do we want to run Kubernetes, or run our application?

With self-managed Kubernetes, we get maximum control—but we also take responsibility for the control plane, upgrades, etcd, security, and high availability.

[Dev @Dev7nsh]

Ownership hit different

[Dev @Dev7nsh]

@devopsby Hi

[Dev @Dev7nsh]

Your node. Your infra. Your control.

Run any node L1, validator, storage, AI, DePIN & more.

Build. Run. Own. Scale.

#Web3 #Infrastructure #Nodes

[Dev @Dev7nsh]

Same obsession with infrastructure that just works.
Soon. ⚙️ -devopsbyme

[Dev @Dev7nsh]

built this for myself bc i hate manually logging food. take a pic, it does the rest. testing it now (that's my BK lunch lol) lmk if you want to try it too

#buildinpublic #indiehacker #fitnessapp #calorietracking #sideproject

[Dev @Dev7nsh]

20, building DevOpsBy, trying to turn the skills I’ve been learning into something that actually makes money.

Just shipped an update to the website. More coming soon 👀

-devopsbyme

[Samay @Samaytwt]

Met this 15 year-old kid at hackathon

his SaaS is doing $10k ARR.😭