Question for engineers:
How do you know your AI/API system is getting worse before your users do?
• Latency?
• Errors?
• Cost spikes?
• Model drift?
What's your approach to catching issues before they become incidents?
#DevOps#SRE#CloudComputing#AI#LLMOps#Observe
@Im_IrushiK Oof 😭 Open an AWS Support ticket asap and ask for a billing adjustment — first-time learner mistakes often get waived. And terminate everything running right now, not just stop it.
@FEmma20417 This is exactly the type of engineering work I want to be involved in. Currently focused on cloud, DevOps, and LLMOps, and I'd be excited to contribute and help solve these frontier infrastructure challenges.
What if the next trillion-dollar AI breakthrough isn’t smarter models…
but AI agents that actually work together like a real team?
Multi-agent systems coordinating autonomously, solving complex problems without humans in the loop.
Are we ready for this leap ?
Shipped LLM Drift Monitor to EC2 with full CI/CD.
Push → test → build → deploy. Zero manual steps.
The real work? One-command rollback when health checks fail. Demo vs production.
Next up: K8s, Helm, EKS.
#DevOps#Kubernetes#AWS#BuildInPublic#CloudEngineer#Infra
ARM built chips for 35 years. Never made one. Just sold the blueprint.
Now they're building their own. Right when AI needs efficient chips the most.
NVIDIA should be worried. 👀
#AI#Chips#Tech#BuildInPublic
Yesterday Indore rushed to petrol pumps. Because of a WhatsApp forward.
No shortage. No crisis. Just panic.
We have AI & supercomputers in 2026. But one fake message still wins.
Misinformation is the real infra problem.
#Indore#India#Misinformation#Tech
Most devs don't know this —
Your AI API response quality changes over time. Same prompt. Different output. Every week.
It's called LLM drift. And 99% of teams never catch it.
Here's how to detect it 🧵👇
Biggest life lesson so far —
Do it yourself.
Not because nobody cares. But because nobody else has YOUR vision.
Family is everything. Rest is noise.
Build alone if you have to. 🙏
#Life#BuildInPublic#Motivation
@delveroin Building LLM Drift Monitor 🚀
For devs using AI APIs who are flying blind on costs, latency & quality drift.
Solo dev. Engineering student. Indore, India 🇮🇳
https://t.co/0KLepexfeZ
#BuildInPublic#AI#LLM
Apple ditched its own AI for Google Gemini inside Siri.
The new Siri knows what's on your screen. Reads your apps. Understands context.
Big Tech is no longer competing. They're merging to survive.
The AI race just got weird. 👀
#AI#Apple#BigTech#BuildInPublic#LLM
My SaaS just showed up on Google Page 1.
Sitting next to AWS. Splunk. Fiddler AI.
Built by a solo engineering student from Indore.
LLM Drift Monitor is real. https://t.co/0KLepexfeZ
We're just getting started. 🚀
#BuildInPublic#SaaS#AI#LLM#IndiaAI
Oil hit $112/barrel. The Strait of Hormuz — carrying 20% of the world's oil — is nearly shut. Tech Startups
And we're still debating which JS framework to use.
The world is on fire. Energy = the real infra crisis. Not your k8s cluster.
priorities. check them.
#WorldNews#Tech