AnamikaRollz

🚀✨ Rolling Pumpkin Productions 🎃 | Exploring the universe with youthful zest & playful vibes 🌈💫

Join the adventure! 🎥🌟

[Moniiii @miniii_codes]

Frontend vs Backend vs Database 👇

Frontend → What users see
Backend → Business logic
Database → Stores data

Think of it like a restaurant:

🍽️ Frontend = Waiter

👨‍🍳 Backend = Chef

📦 Database = Pantry

Simple.

[Khairallah AL-Awady @eng_khairallah1]

How to become AI engineer in next 6 months:

By the end, you want to be able to:

- build LLM apps end-to-end
- use APIs from OpenAI / Anthropic / open-source stacks
- design prompts and context properly
- add tool calling and structured outputs
- deploy real projects

So, let’s discuss your roadmap month by month

Month 1: Get solid enough in coding and fundamentals

What to learn:

- Python really well
- Git + GitHub
- CLI / terminal basics
- JSON, APIs, HTTP, async basics
- basic SQL
- basic data handling with pandas
- virtual environments, package management, error handling
- FastAPI or Flask

Month 2: Master LLM app development

What to learn:

- prompting fundamentals
- system vs user instructions
- structured outputs / JSON schemas
- function/tool calling
- streaming responses
- conversation state
- cost / latency / token basics
- failure handling
- prompt injection awareness

Month 3: Learn RAG properly

What to learn:

- embeddings
- chunking
- vector databases
- metadata filtering
- reranking
- retrieval quality issues
- hallucination reduction
- citations and grounding

Month 4: Agents, tools, workflows, evals

- agent loops
- tool selection
- state management
- retries
- when NOT to use agents
- multi-step workflows
- evaluation harnesses
- task success metrics

Month 5: Deployment, product thinking, and reliability

What to learn:

- FastAPI production patterns
- Docker
- background jobs
- queues
- auth + API key security
- logging
- observability
- prompt/version management
- eval dashboards
- cost monitoring
- rate limits
- caching

Month 6: Specialize and become hireable

these knowledge and skills you gained can be applied in three directions

you need to choose one of them and focus on practice

although everything mentioned above is also best learned purely through practice

Direction 1: AI product engineer

Best if you want startup jobs fast

Focus on:

- LLM apps
- RAG
- agents
- deployment
- product UX

Direction 2: Applied ML / LLM engineer

Focus on:

- fine-tuning
- when to fine-tune vs prompt
- evaluation
- inference optimization
- open-source models
- training pipelines

Direction 3: AI automation engineer

Focus on:

- workflow orchestration
- business process automation
- multi-tool systems
- CRM, docs, email, support, ops use cases

This roadmap will help you go through a practical path, and the key is to study each of these points and then test them in real work

By month six, you will already have several built products or examples of completed tasks

And it will be much easier to get a job as an AI engineer

Save it so you don't lose it and can return to study later

[Braeden @BraedendotTECH]

Bro i thought Vibecoding was just a meme, you guys were actually serious?

[Nishith Ravulakolu @nishithX26]

we don't speak the same language

[Vadim @VadimStrizheus]

If you’re a founder struggling to market your app, you need to read this.

My app crossed $10k/mo in 90 days after launching, and here is exactly what I did to achieve this feat.

it literally doesn’t get any simpler:

1. Create 3 Instagram UGC accounts
2. Copy your competitors viral UGC content
3. Post 2x everyday on each account

if you can’t even do this, then you’re not built for entrepreneurship.

and I’m being so fr, it doesn’t get any simpler, this is your wake up call.

[Aksh @akshdeeps_001]

Learning vs forgetting

[Nalin @nalinrajput23]

The hardest part of coding isn't the bugs,

it's coding without Claude.

[Saanvi🌺 @Saanvi_dhillon]

JAVASCRIPT IS DEAD.
REACT IS DEAD.
NODE.JS IS DEAD.
NEXT.JS IS DEAD.
EXPRESS IS DEAD.
TYPESCRIPT IS DEAD.
VUE IS DEAD.
ANGULAR IS DEAD.
PYTHON IS DEAD.
DJANGO IS DEAD.
FLASK IS DEAD.
FASTAPI IS DEAD.
JAVA IS DEAD.
SPRING IS DEAD.
KOTLIN IS DEAD.
PHP IS DEAD.
LARAVEL IS DEAD.
C++ IS DEAD.
RUST IS DEAD.
GO IS DEAD.
C# IS DEAD.
RUBY IS DEAD.
RAILS IS DEAD.
SWIFT IS DEAD.
DART IS DEAD.
FLUTTER IS DEAD.
SCALA IS DEAD.
SQL IS DEAD.
TAILWIND IS DEAD.
SASS IS DEAD.
FIGMA IS DEAD.

It’s interesting how every few months, developers declare a language, stack, or framework “dead,”
while those same tools continue powering billion-dollar companies behind the scenes.
Languages don’t really die.
Trends shift.

The developers who endure aren’t the ones constantly chasing what’s new.
They’re the ones who focus on the craft beneath the syntax.
Hype comes and goes.
Skills take time to build.

Tools may change, but strong fundamentals last.

Pick one language.
Learn it deeply.
Build real things.
Mastery still gets hired.

[komal @komal_uk01]

How did he create Facebook without Claude ?

[` @worshipVK]

Funny how these YRF stars know nothing about YRF 🙏

Question - Did you watch Alpha?

Kareena - Yeah, It was a great watch

Interviewer - Which one did you find better, Dhurandhar or Alpha?

Kareena - For me, it's Alpha. Dhurandhar had too much fiction. I prefer Alpha because of its action sequences

Interviewer - No way mam. As if Alpha isn't fiction. Dhurandar's fiction is at least somewhat close to reality. Secret missions like that could be happening somewhere and it has real people and real stories behind it

Kareena - You obviously don't know how to make movies more than Yash Raj films na !!

Interviewer - Obviously. I couldn't write a script where spies fly with wings without a wrinkle on their face, Pakistani spies help India, Indian spies betray their own country for Pakistani girls and Pakistani spies live in India for years unnoticed

Kareena had no reply for this. I hope that guy won't lose his job 🙏

[Dago @dagorenouf]

I have zero interest in building software anymore. AI makes it too easy to copy your ideas. The next thing I build will be hardware.

[Noah @NoahKingJr]

CEOs after discovering that Claude subscription costs more than the employees they fired

[baba yaga @babayagatwt]

Interviewer:
What tech stack are you using?

Me:
Backend is Codex
Frontend is Claude Code

Interviewer:

[𝕯𝖊𝖛𝕰𝖓𝖓𝖞 @ennycodes]

Great analogy

[LinkedIn Lunatics @LinkedInLunat1c]

Not a lunatic, but worth sharing

[Dhanush N @Dhanush_Nehru]

me: when claude code asks for permission

[Nalini Unagar @NalinisKitchen]

Vishal Agarwal, father of Ketan Agarwal, has written an email to President Droupadi Murmu.

“I am writing this email with a heart full of pain and hope. I am not writing as a businessman or someone with influence. I am just a father seeking justice for my son.

Within just 20 days of losing Ketan, I also lost my own father. He loved his grandson more than anything. He could not bear the shock and grief of Ketan's death. In just 20 days, I lost both my son and my father. Our family has been shattered.

We are not asking for any special treatment. We only want this case to be heard in a fast-track court so that justice is delivered at the earliest. Delay in justice only increases the pain of families like ours.

Please don't let my son's case become just another file. Behind this case is a family that has lost everything.”

[Avi (A Vishwamitra) @AfricanShiva]

What a clarity!! This man exactly knew what’s wrong with the religion that claims to be the only and ultimate truth

[Nalin @nalinrajput23]

- Linux is free
- Docker is free
- Kubernetes is free
- Git and Github are free
- GitHub Actions is free
- Python is free
- AWS, GCP, Azure are free (limited use)
- Terraform is free
- ArgoCD and Flux are free
- Prometheus and Grafana are free

all you need is a laptop and internet.

[Noah @NoahKingJr]

Me pressing “yes” whenever Claude code asks for permissions: