One thing that took me a while to internalize in Go: make([]string, n) is is a declaration of intent You're telling the runtime: I know exactly how much space I need, give it to me now. Skip it and index directly → panic Small thing but expensive mistake in a hot path. #golang #sre #buildinpublic

I've been doing Linux for a long time. This is the first time I heard of Martian Packets I know what they are, I just didn't know they were called that en.wikipedia.org/wiki/Martian...

Took a team from 450 alerts/week to 10. Cut security tooling cost from $10K to $420/year.Built RBAC that made a SOC audit a non-event Opening a few consulting spots. If your engineers are firefighting instead of shipping, let's talk. ashwiniag.com/consulting/ #SRE #Consulting #PlatformEngineering

Policies built on the assumption that inequality is"not that bad" may actually be making things worse. IMO this is something to be looked at seriously. Incredible work done by economics professors & bringing data to light. 🙌 www-thehindu-com.cdn.ampproject.org/c/s/www.theh... #india #inequality

I want to make something that moves people. And I want to be fully alive while making it.

🧵 "pattern recognition" is the real output of learning, not information retention. #EngineeringMindset #sre #SystemsThinking

Good engineers are the ones who have asked why more times and sat with the discomfort of not knowing until they genuinely figured it out. #buildinpublic

Friendship doesn't exempt people from accountability. In fact it requires more of it and not less.

The ability to regulate emotions independently is a valuable skill, not a character flaw.

Intentions live inside the person who acts. Impact lives inside the person who receives.

Self-awareness is a responsibility. #growthmindset #emotionalintelligence

Clean cruelty is easier to walk away from than inconsistent love. The grief is the proof of how much you tried. #boundaries #healing #selfworth

The hardest part is not dealing with emotionally immature people. It's the grief of accepting that someone you genuinely love doesn't have the capacity to meet you where you are. That grief is real. That's a specific kind of loss. And it's okay to grieve it. #mentalhealth #boundaries #selfworth

We use to have visionary leaders, now we just have capitalists riding all.

I love comprehending concepts through simplest analogies and not a fan of big words. If you've been confused by interfaces in Go, this one's for you. An old post, but it sure breaks the complexity with a silly analogy. Enjoy: ashwiniag.com/interfaces-i... #golang #go #programming #learninpublic

🧵 took up a new challenge building "Distributed Services with Go" by @travisjeffery.bsky.social following the book, writing as I learn and sharing what my curious mind finds along the way... pragprog.com/titles/tjgo/distributed-services-with-go/ #golang #distributedsystems #learninpublic #sre

was working on a string problem in Go and hit this quietly len("café") returns 5, not 4. len() counts bytes, not characters. é is 2 bytes in UTF-8. use len([]rune(s)) when you actually want character count. the small things that matter in prod. #golang #go #learninpublic

wrote about the slice gotcha that bites every engineer in production. b := a doesn't copy your data, it copies the header. your original slice WILL be affected. ashwiniag.com/arrays-vs-sl... #golang #go

And half of them think sarcasm counts as a personality. 😌

new day new art

Hunter-gatherer logic is a lazy excuse for modern inequality. 🤷‍♀️ #Anthropology #SystemicInequality

🧵 Last night I had a long discussion about gender, power, and systems with a friend. And somewhere in that conversation I realised something important about "how we talk and fail to talk" about inequality. #GenderEquality #MindsetShift #SystemsThinking #SexistSocialisation #Privilege #MenRights

Every tech CEO right now: "We need to move fast and break things" The thing they're breaking: their own terms of service The thing they're moving fast toward: a government contract

🧵 The Rebuttal Series: I’m turning every "small-minded" rebuttal from my stakeholder gigs into a gift of content. A devaluing discussion is usually a symptom of a deeper failure: in the architecture, the business model, or the fundamental understanding of the person in the room. #RebuttalSeries

A lot of people confuse what "experience" actually earns you. It isn't just about years of experience or knowing a specific tool. It’s the ability to walk into chaos, triage the noise, and build the one system that eliminates 80% of the team's recurring manual labor. #PlatformEngineering #SRE

I see a lot of DevOps|SRE roles that are really just 'Support' roles in disguise. If your infra isn't self-serve, automated, & architected for the long term, you’re not building a platform, you’re managing tickets. A Good Engineers build foundations. Everyone else just manages the cracks. #devops

If change is the only constant, why are we so resistant to it? Across products, teams, industries and even our own lives, what are we really protecting?

🌻 Unlearning the lessons that made me afraid to grow: When someone mentors you or vouches for you, especially when you’re new there’s a quiet fear in the chest: - What if I fail badly? - What if I disappoint them? - What if I become their wrong choice? 1/8 #unlearning #mentorship #growth

You know what happened today?! I was sick and hungry. Ordered from #swiggy. A woman delivered my food and she said, “ye lo beta.” 😭 It felt soo loving and motherly. 🫶

In my tech journey, I made/make plenty of mistakes, and was my harshest critic. Somewhere along the way, I stopped networking.Lately, I’ve been pushing myself to reach out, write more, and be seen again. This piece snapped things back into perspective+untangle a lots: addyosmani.com/blog/21-less...

Currently I find the entire world confusing and no idea where it is headed.

Today I realised the rate at which I buy books, the rate at which I read those books and permanent storage of these books are three different hobbies. 🥲🤭

Someone once comforted me saying "If you don’t feel like the phoenix today, it’s okay. Even the ashes take time to cool." And to this day it comforts when in need. Passing it forward to whoever needs it

Picked up #StupidGuyGoesToIndia thinking it’d be a casual read… girrrl, I’m HOWLING. This book feels like watching a chaotic documentary where the author has no idea what he’s doing but somehow makes a masterpiece anyway! I thought to myself: aren’t we'll are? Isn’t that exactly how life works? 😭

Went browsing my next gigs on Upwork today and saw a client yelling in bold: “NO AI ANSWERS. DO NOT USE AI!” Fair Enough. I opened their project details… …and it was written "entirely by AI, in full AI-tone including emoticons". I actually cackled. Peak 2025 energy. 💀🤦🏻‍♀️

Missed my chat with Dragonfly's CEO on why single-threaded design "doesn't cut it anymore"? You're probably still using one. We discussed how they rebuilt Redis from the ground up. Watch the "sharp takes" replay. youtu.be/w2o1WseYblc #InMemoryDatabase #Redis #DragonflyDB

Everything and everywhere is starting to be AI now. Cafés: Order with AI. People: I’ll just ask AI what to feel and what to say. Meanwhile I’m over here like: cool… can someone be humans again or is that out of fashion? Feels like we’re capitalising loneliness instead of actually connecting.

New SadServers scenario Kilifi, a Medium-Hard Helm and Kubernetes challenge sadservers.com/scenario/kil... Test your K8s knowledge and troubleshooting skills in this practical lab, free for a limited time!

I wrote a manifesto on how to do good science in AI! Read it below 👇

I finally sat down and sketched how DNS resolution really happens—stub vs recursive, /etc/resolv.conf, and a semi comic-style flow you can scan in one glance. Dive in here → ashwiniag.com/blogs/dns-flow #dns #linux #devops #networking

I wrote something up after a long time. This time, it is a piece of career advice that I have personally struggled following - lol 😅 vishnubharathi.codes/blog/first-u...

Friends sending me Instagram reels on WhatsApp. Told them it's more like *Insta-garam* — all it does is instantly overheat your brain for nothing. Count me out. :P

From quiet moments of alienation to contrasting experiences abroad, this is my reflection on walking a solitary path in India. A coffee read. ashwiniag.com/navigating-i... #Individuality #Community #UrbanLoneliness #CommunityDynamics #read

Just read this thoughtful article on AI in education and academic integrity. While valuable, I believe we also need an even broader vision— reshaping education to prioritise civic responsibility and ethical leadership in an AI world. Here's what I think should be central to this transformation: 0/5

Wrote up about Nil channels in #golang last night 📝 Bonus: I came up with a Go proverb about them 😅 Give it a read here: vishnubharathi.codes/blog/nil-cha...

AI will change us fast and in many ways - good, bad, and unclear. The whole AI-humanity debate shows we need to rethink education systems at-least now, and also include civic responsibility and ethical leadership. #educationsystem

Just revamped my old command-line tools – automatically discover and configure Kubernetes contexts for AWS & GCP! Easily manage multiple clusters with custom naming based on cluster labels. I feel having this is a huge time-saver. Zero setup time! Check out: ashwiniag.com/automate-aws... #Scripting

ashwiniag.com/to-be-real-i... Does authenticity liberate us—or does it destroy us? Would love to hear your thoughts. #Writing, #Philosophy, #Identity