Shiv Shah

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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

@zuzanna_pathway @EyeOn_AI The “memory changes how reasoning unfolds over time” line is the one I keep coming back to. What do you think people most misunderstand today about BDH or post-Transformer architectures in general?

My conversation with @EyeOn_AI is now live. We talked about why the next leap in AI will come from giving models something current systems still largely lack: real, evolving memory.

@nitesh_singh5 Interested

Role - Intern: Graduate (Software) Stipend - 20K-40K per month Experience - Freshers - Assists with the development, monitoring - Provides analysis, reporting etc Let us know if you are Interested 👇

@neetcode1 Crazy 😧

My conspiracy theory: Sundar Pichai wants the bubble to pop because it will hurt OpenAI a lot more than it will hurt Google.

@NepaliArmyHQ @NepaliArmyHQ Thank you for everything for our people. Thankyou chief.

#NepaliArmy #NationalUnity

@beginnersblog1 Agentic ai

Agentic AI is an emerging career that you can start to make up to $130,000 per year. You can learn Agentic AI. I have a detailed ROADMAP that cover everything from steps, resources and courses you need to take to get started. It's 100% FREE for 24 hours To get this, Follow @beginnersblog1 Like & RT Comment "Agentic AI" I'll send you the link to the PDF... Read More below👇👇👇 .. .

@Krishnasagrawal Sql

SQL is one of the most popular database query languages in the world. So I wrote complete SQL hand-written notes, which costs $49. But for 24H, it's FREE 🚀 Just: - Like and repost - Comment 'sql' - Follow me so I can DM

@AfiyatNoor Send

@ionleu Hi @ionleu could you please add me into the group

hi everyone i've created a group for developers & engineers and we are 800+ strong 🔥 if you are interested drop a 👋 and I'll send you the invite link

@Adam_DelDuca Go

It costs $0 to start a YT channel It costs $0 to script with ClaudeAI It costs $0 to voiceover with ElevenLabs It costs $0 to edit videos with Capcut It costs $0 to analyze videos with Viewstats It costs $0 to design thumbnails in Canva Here’s how they can make you $10,000/mo:

@trikcode Really love your insights

@AmitPolitical Bhai Mard kaa juban hee dede bhai

If Rcb won the match ♥️ I will give 1818 Rupees to everyone who likes this tweet 🙏 #MIvsRCB #RCBvsMI #ViratKohli𓃵

Justice for a Nepali student, who took her own life after relentless harassment from her ex-boyfriend. Now, KIIT University may try to suppress the truth. We must not stay silent! Speak up. Next time, it could be your friend or sister. @RONBupdates #kiituniversity #justice

These students neither vandalized property nor committed any wrongdoing—they only raised their voices for justice. Yet, #KIIT authorities treat them like criminals & force them to leave the hostel. The Government should intervene and investigate.@kpsharmaoli @narendramodi

Our Embassy in New Delhi has dispatched two officers to counsel Nepali students affected in Odisha. Additionally, arrangements have been made to ensure they have the option to either remain in their hostel or return home, based on their preference. #Nepal #Odisha

@HeyNayeem send

@Vinay_bharambe Send

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@maybeshalinii Intrested

I'm compiling my Frontend Interview Preparation series (#20DaysOfFrontendInterviewPrep) series into a document with a few additional questions. If you want access to it, please comment "Interested" under this post.