Raghunathareddy Peddahothuru

Techie who loves Continues Learning, With DevOps mindset.

[Viv @Vtrivedy10]

https://t.co/Lb2gtM9SNs

[Raghunathareddy Peddahothuru @raghunatha_p]

@pvergadia https://t.co/60468zTMCW

[Priyanka Vergadia @pvergadia]

Here is your AI Survival Guide for 2026🚀

Most people are still treating AI like a better version of Google Search. But now for 2026, the game changes from "Chatbots" to "Agentic Systems."

If you don't want to get left behind, you need a roadmap. I’ve broken down the "AI Survival Cheatsheet" into the 5 pillars you must master:

1. The Foundations (The "Why") 🧠
Understand the hierarchy: AI → Machine Learning → Deep Learning → Neural Networks. You can't build a skyscraper on sand. Know the difference between Training (heavy lifting) and Inference (real-time results).

2. The ML Building Blocks 🏗️
It's not just "magic." It’s Supervised, Unsupervised, and Reinforcement learning. Master your evaluation metrics (Precision, Recall, RMSE) so you actually know if your model is working or just hallucinating.

3. The Generative Era 🎨
Move beyond just text. 2026 is about Multimodal AI—Vision models, Diffusion (noisy image clearing), and Embeddings. This is how we turn human language into numerical vectors that machines actually understand.

4. Agentic AI 🤖
This is where the industry is heading. We are moving from tools that "answer" to agents that "act."
Planning: Breaking down complex goals.
Memory: Retaining context over time.
Self-Critique: Agents that check their own work before showing you.

5. The Modern Tech Stack 🛠️ Master these:
Architectures: RAG (Retrieval Augmented Generation) and LoRA (Fine-tuning).
Databases: Vector DBs like Pinecone, Weaviate, and Milvus.
Frameworks: LangChain, LlamaIndex, and CrewAI for multi-agent orchestration.

AI isn't going to replace you, but someone using this stack might.

Which part of this roadmap are you focusing on this year? Let’s discuss in the comments! 👇

#AI #AIAgent #GenerativeAI #DataScience #TechTrends2026

[Raghunathareddy Peddahothuru @raghunatha_p]

@driscollis Answer is C , multiple exception types must be parenthesized

[Raghunathareddy Peddahothuru @raghunatha_p]

@driscollis Answer is E, return statement should be used in function only , if this is a function then answer is D.

[Raghunathareddy Peddahothuru @raghunatha_p]

@driscollis \P is invalid sequence and \t is tab , we get invalid escape sequence SyntaxWarning , it does print below output, I guess the answer is C.
C:\Program Files urtle game

If I use below code then , it does print nicely.
path = "C:\\Program Files\\turtle game"
print(path)

[Raghunathareddy Peddahothuru @raghunatha_p]

@driscollis Answer is D
extend function on list is like a
snakes[len(snakes):] = "boa"
"boa" string is iterable and each letter assigns as an element to the list.

[Neo Kim @systemdesignone]

Here are some white papers you must read as a senior engineer:

[Daniele Polencic — @[email protected] @danielepolencic]

🗣️ "I notice a lot of 5xx errors from the application during scale-in of the pods after a spike period."

I was asked this question last week and spent some time debugging the issue. In the process, I realized there is confusion about how Kubernetes does (not do) graceful shutdown.

So, I decided to rewrite our article on graceful shutdown and augment it with some knowledge I gained during the years!

You can find the full article here: https://t.co/ux49JVpWLK

As a bonus, I also wrote this flowchart to help you debug the issue!

[Daniele Polencic — @[email protected] @danielepolencic]

⎈ 20 Kubernetes threads in 20 weeks ⎈

I shared one (interesting) Kubernetes weekly thread for the past five months.

Here's the complete list:

[Raghunathareddy Peddahothuru @raghunatha_p]

Congratulations @isro , what a tremendous show , great work. You made entire India so proud. Congratulations India.

[Raghunathareddy Peddahothuru @raghunatha_p]

@KimberlyLTripp What an amazing training , I just completed IETLB sessions , learned a lot. Thank you for the great sessions.
@SQLskills

[Daniele Polencic — @[email protected] @danielepolencic]

MEGATHREAD

Learn Kubernetes one Twitter thread at the time!

Below you can find a collection of threads about Kubernetes and Kubernetes-related tech!

I regularly add more, so you can follow me or @learnk8s for more updates!

[Raghunathareddy Peddahothuru @raghunatha_p]

It was great to meet @danielepolencic in @fossasiasg. Thank you for the great session , it was very informative.

[Raghunathareddy Peddahothuru @raghunatha_p]

@driscollis Does this work if the file is open by the app for writing logs. Can I send an HUP signal to process while rotating.

[Raghunathareddy Peddahothuru @raghunatha_p]

@SQLskills jumpstart bundle training is not worth it, lazy , not at all interesting, a waste of money and time.

[Raghunathareddy Peddahothuru @raghunatha_p]

@SQLPoolBoy you make SQL skills training so boring , we feel like sleeping and yawning too , can you try to make it better next time.

[Raghunathareddy Peddahothuru @raghunatha_p]

@DevonFury @HashiCorp @HashiCorpUsers Is the winrm_port set to use 5986 ?

[Raghunathareddy Peddahothuru @raghunatha_p]

@Gautam__Baid It was nice meeting you today , thanks for sharing your knowledge.
Belated Birthday wishes @Gautam__Baid 🎉🎂

[Kube Architect @K8sArchitect]

In this repository, you will find all the free training with and without certificates that were released for different companies supporting Cloud Native Computing Foundations Projects and Kubernetes

➤ https://t.co/8Sb45mtSQe