Prashant
@capeandcode
Building AI systems pretending I’m still in control. Senior Data Scientist @fractalai
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Essential Topics for Generative AI and LLM roles If you're preparing for roles in GenAI, focus on these key areas: ∙ NLP fundamentals ∙ Transformers ∙ RAG ∙ Fine-Tuning ∙ Evaluation Metrics ∙ ML basics Each topics listed has a list of subtopics ↓
We migrated large Databricks codebase to FastAPl due to urgent change in requirement And were told to leverage copilot when asked for more time Weeks later, still debugging Before, at least someone knew the system Al is great, but vibe-coding a critical system will bite back
We really went from “I read it somewhere” to “I saw it in a reel” in no time.
I entered the Data Science field about six years ago as a fresher. I owe about half of my success to the Udemy courses that I took.
UDEMY COURSES ARE A WASTE OF MONEY UDEMY COURSES ARE A WASTE OF MONEY UDEMY COURSES ARE A WASTE OF MONEY UDEMY COURSES ARE A WASTE OF MONEY UDEMY COURSES ARE A WASTE OF MONEY UDEMY COURSES ARE A WASTE OF MONEY
If you know Decision Trees well enough then you know exactly what this article is measuring.
Safari has been my daily browser on both Mac and iPhone for about two years now. Switched from Brave — never once felt the need to go back. None of the AI browsers feel worth the switch either at the moment.
"We're smart enough to invent AI, dumb enough to need it, and stupid enough to not know if we did the right thing." - Jerry Seinfeld
Must read for users using AI browsers.
The security vulnerability we found in Perplexity’s Comet browser this summer is not an isolated issue. Indirect prompt injections are a systemic problem facing Comet and other AI-powered browsers. Today we’re publishing details on more security vulnerabilities we uncovered.
Well well well. Comet competitor.
2025 has been one of the hardest year of the past decade — with personal problems and terrible work environment to work with, things rarely seem to align this year. Lately, trying to spend quiet late-night hours on self-learning hoping to channel the frustration.
This is yet another proof that if you’re asking for confidence scores from LLM for evaluation. DON’T.
Who asked?
You asked, we listened. The Microsoft Limited Edition Crocs Bundle is now available for purchase: msft.it/6002sFcDp
Current client wants us building cutting-edge products with GPT, MCP, all the good stuff. Their production environment? No Python deployment allowed. Everything must be rewritten in Java. 🫠
Prompt Chaining ⛓️💥
Asking an LLM for a “confidence score” doesn’t give you confidence, or a score. It just spits out a number that looks like one. If you want reliability, you need calibration — not vibes. *Makes me cringe every time someone asks me to implement this*
Read this by @JayAlammar if you want to get up to speed on LLMs—especially useful when preparing for GenAI interviews.
I'll be sharing my screen this Friday to help you understand how you can build your first AI agent using Google's ADK. I'll do it at 10 am EST. This is a free Google Meet that anyone can join. I hope the session to be around 1 hour, but I know it will go for 2 - 3 hours like…
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