Most APIs fail silently. Customers find out first.
Built ChaosProbeX – open-source API resilience:
→ Injects latency/load/fuzzing chaos
→ Detects breakpoints in real-time
→ AI root cause analysis
https://t.co/mBPMyIRhEQ
Everyone talks about AI models.
Few talk about what actually matters in production:
• DevOps (CI/CD, versioning)
• Automation Infra (orchestration, scaling)
• Observability (logs, metrics, traces)
AI without these = demos, not systems.
Every time I push a PR, Firebase Hosting + GitHub Actions auto-generates a preview link for me. No manual builds, no more "It works on machine."
This frees me to jump straight into squashing other bugs without breaking my flow. Automation = More time coding, less time deploying
In my first year, I used Windows as my root os
Tried running multiple OSs with VMs/KVM hit limitations Then discovered Linux
Blogs showed me how powerful it is for:
• Virtualization
• Running multiple OSs in parallel
• Full system control
Switching to Linux changed everything
One last thing, before we end the year...
Starting December 29th (yes, we are intentionally skipping the cliché New Year resolution crowd), we are kicking off a Data Structures & Algorithms (DSA) series.
This isn't a lecture from a "guru" claiming to know it all. This is an instructor-led session by a mathematics enthusiast and experienced industry engineer who is choosing to learn in public. @garima9826__ is running this cohort of DSA session and is inviting the community to learn alongside her.
If you’ve been looking for a way to start (or restart) your DSA journey with structure, accountability, and zero intimidation, this is it.
What to expect from this series:
🤝 Community First: Not a typical classroom. It’s a "let’s learn together" space.
🌐 Language Agnostic: Logic comes first. The code follows.
🧠 Deep Understanding: We focus on the Why and How, moving beyond memorizing solutions.
📈 The Real Process: We won’t jump straight to the optimized solution.
We go from: Brute Force -> Better -> Optimal.
⚡ Basics to Advanced: Starting with arrays and hashing before tackling trees and graphs.
💼 Real World Context: Discussing where these concepts actually show up in production (and interviews).
🗓️ Consistency: Daily problem-solving sessions and open doubt discussions.
Whether you are a "student just starting out" or a "working professional" (like me) wanting to keep your fundamentals sharp, you are welcome here. No prior DSA experience is needed... just basic programming familiarity.
The Details:
📅 Start Date: Dec 29th
⏰ Time: 9:00 PM - 10:00 PM (Mon-Fri)
💰 Cost: FREE
📍 Where: TeamShiksha Community, Online
Let’s hold each other accountable and actually understand the math behind the code.
👉 To join, follow the steps to join our discord and find the session details in the thread below.
All video sessions will be in zoom and the community chat will be in the dedicated channel in our Discord.
👋 See you in the sessions!
What started as a learning community has now evolved into a multi-tenant platform where learners, mentors, and builders come together to learn, collaborate, and grow... side by side.
Here’s what the new TeamShiksha ecosystem looks like today:
🚀 Learn from Mentors (Live & Interactive)
Join live sessions across tech, habits, and personal development... hosted by amazing mentors from our community.
👉 To get started, make sure you’ve onboarded yourself with the appropriate roles on Discord.
We regularly publish upcoming events... mark “Interested” to get a reminder when sessions go live!
💡 Collaborate on Projects (Mini Startups, Real Impact)
Inside Team Shiksha, projects operate like small startups — teams form around ideas, build together, and ship real products.
To join these, you’ll need the `project-contributors` role.
This role is assigned manually once every two weeks. Stay tuned for the next onboarding window via the Discord channel: `request-to-join-team-shiksha-project`
🌱 Connect, Build Habits, and Grow Together
Our mission goes beyond tech. We want to help you build consistency, learn in public, and grow with others who share the same drive.
🔔 Stay Updated Everywhere We Are
Follow Team Shiksha across platforms so you never miss an update:
WhatsApp Community:
https://t.co/2VA7e7eVp7
WhatsApp Channel:
https://t.co/04rLEGc8iO
Telegram Announcements:
https://t.co/GjsdzuzNLr
Telegram Group Chat:
https://t.co/LXTYFwrpDK
YouTube:
https://t.co/sRoYZLtIVx
Instagram:
https://t.co/q260cHyV0g
LinkedIn:
https://t.co/bD0D50L4kd
X/Twitter:
https://t.co/rEbK2nALpe
GitHub:
https://t.co/o1JRJOhnkk
✨ As we take the next step in our journey, our goal is simple — to make TeamShiksha the single platform where you can learn, build, and grow with a community that genuinely has your back.
Stay tuned... we’re just getting started.
Moving to the cloud can feel overwhelming, but with the right strategy it becomes a game changer. Modern tools like Terraform, Kubernetes, and AWS/GCP services make scaling and managing infrastructure easier than ever.
Pro tip: Start small, automate early, and monitor everything.
Super excited to have received my #Hacktoberfest T-shirt! 🎉
Huge thanks to #DigitalOcean, #MLH, and the entire open-source community for organizing this amazing event.
Contributing to open source has been such a great learning journey — every PR taught me something new!