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AI Engineering Skills path 👇 1. Word Embeddings (Start here) Understand how text becomes numbers. https://youtu.be/wgfSDrqYMJ4⁠ https://youtu.be/gl1r1XV0SLw⁠ 2. Vector Databases Learn how embeddi
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If you’re starting AI from zero… Start here instead: → Probability & statistics https://seeing-theory.brown.edu/basic-probability/index.html⁠ → How ML actually learns https://ml-visualized.com/⁠ →
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Here are the 4 AI YouTube channels I try to watch every day. They shape how I think, build, and stay ahead in AI. My personal shortlist 👇 1. AI Engineer - https://www.youtube.com/@aiDotEngineer 2
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AI did not jump from chatbots to agentic systems overnight. It evolved in layers: LLMs → Context → RAG → Tools → Memory → Workflows → Agents → Agentic Systems → Production AI The real shift is not j
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This research paper genuinely made me uncomfortable. Because the real danger of AI may not be wrong answers. It may be humans slowly stopping to question answers that sound right. AI is fluent. Calm.
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I reverse engineered how GitHub Copilot actually works inside VS Code. And trust me… it’s way more than just autocomplete. 1. Context gathering. 2. Prompt composition. 3. Token budgets. 4. Safety la
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No bullsh*t advise on AI engineering roadmaps
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AI engineering is basically giving normal software problems much more expensive names.
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12 principles to build reliable AI agents! 1. Natural Language → Tool Calls 2. Own Your Prompts 3. Own Your Context Window 4. Tools Are Just Structured Outputs 5. Unify Execution State and Business S
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If you want to actually understand how AI understands meaning… Spend this weekend on this GitHub repo and learn basics of vectors, embeddings and RAG Comment AI and i will share this repo with you.
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Learn Python before you learn AI.. Here is a personal plan which I followed and logged 30 day wise learning from simple concepts to advanced. Comment Python and I will share the details with you.
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Most devs treat documentation like a chore. Write it later. Update it never. But what if docs were generated while your app runs? Using OpenAI Codex + computer use AI can observe real workflows, us
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About @mentalhotfix

Prateek Singh is a Instagram nano influencer in the Entrepreneur category. With 2.7K followers and 12 posts, mentalhotfix's account shows a follower-to-following ratio of 47.3:1. View all content anonymously on Pictame - no login required.

mentalhotfix's engagement rate sits at 9.25%. That's 85% above what you'd typically see for accounts with 1K-10K followers (average 5%) — a sign of a genuinely connected audience.

Out of the last 12 posts, 100% are videos and 0% are photos. New posts appear roughly every 3 days — a steady, reliable rhythm. Captions lean moderate, averaging 366 characters.

9.25% engagement rate — 85% above average for 1K-10K follower accounts.
New content every 3 days — a steady rhythm.
47.3:1 follower-to-following ratio.

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mentalhotfix
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@mentalhotfix

Prateek Singh

PublicEntrepreneur
Posts
12
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2.7K
Top Hashtags
#ai#machinelearning#learnai#aibeginner#datascience#AI#AgenticAI#LLM

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Mental hotfixes from a 👇 Founder @cloudeval.ai & @ganakailabs Ex SWE @linkedin (14+ YOE) 5× Author Public Speaker Entre...

#insta
#cat
#memes
#nofilter