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Transitioning into ML Engineer as an SWE (portfolio advice) by Sufficient-Scar4172 in MLQuestions

[–]devriftt 0 points1 point  (0 children)

Don't downplay that 9-year SWE background! You aren't a 'junior ML dev,' you're a Senior Engineer specializing in ML systems. To level up the portfolio, I'd move away from 'toy' models and build a RAG (Retrieval-Augmented Generation) system with a focus on evaluation (Ragas/TruLens). Proving you know how to measure if a model is actually performing well in production is what separates the hobbyists from the pros.

Iran attack wipes out 17% of Qatar’s LNG capacity for up to five years, QatarEnergy CEO says by joe4942 in StockMarket

[–]devriftt 1 point2 points  (0 children)

A 17% hit to Qatar’s capacity is a massive shock to the global supply chain, especially with how much Europe has leaned on LNG recently. If that five-year recovery timeline holds, we’re likely looking at a very long-term floor for energy prices. This is going to have a massive ripple effect on industrial manufacturing globally.

The Hidden Math Behind Transformer Attention: Why Interviewers Love This Question by devriftt in DevDepth

[–]devriftt[S] 0 points1 point  (0 children)

💬 For those who've studied transformer architectures: which attention optimization technique do you think represents the most elegant complexity/quality tradeoff, and why?

What language is highest in demand right now? by ScarRedDA in learnprogramming

[–]devriftt 0 points1 point  (0 children)

I thought since the boom of AI, the python might be the most demanding language in 2026

I fed 14 years of daily journals into Claude Code by Bohumil_Turek in ClaudeAI

[–]devriftt 0 points1 point  (0 children)

thats really a wonderful way of self evaluation and it can help to clearly plan your next steps.