Akshara

[Akshara @aarashka]

Interviewer: You are the lead ML Engineer at a major payment processor like Stripe or PayPal. Design a system that evaluates transactions in real time to determine if they are fraudulent.

What are the questions you would ask first before answering this system design question?

[Akshara @aarashka]

@MyntraSupport, Not only has my issue been ignored despite CCTV proof of package not delivered ,but your system just emailed me someone else's confidential refund report&bank details.Your support response: "we don't want to upset you"over a severe data breach is unacceptable.

[Akshara @aarashka]

@MyntraSupport marked my order as delivered when I never received it. I shared CCTV evidence, repeatedly followed up via calls and emails No meaningful response just a closed complaint and a claim that I confirmed delivery over a call I never received.
Is this customer service

[Akshara @aarashka]

@Shra_va_ni Product Sense, trust , reputation, audience and attention

[Akshara @aarashka]

@jatinprajapat29 Unfortunately, the exchange rate for "experience to cash" is still zero

[Akshara @aarashka]

@HeyAliux None of the above. I’d teach them how compound interest works and then let them spend the rest of their time just being a kid.

[Akshara @aarashka]

@swwapnil_ghule I feel personally attacked by this.

[Akshara @aarashka]

@Notavailablee18 Manifesting this for my next application!

[Akshara @aarashka]

@ZypherHQ The rate cap issue on high-tier models is getting ridiculous. Paying top dollar just to hit "usage limit reached" after 4 prompt iterations makes it useless for real dev work.

[Akshara @aarashka]

@N_and_ni All time fav will be jupyter, the one on which I learned the most

[Akshara @aarashka]

@karmakarthik Mine hired 200.

[Akshara @aarashka]

@SaraDiscovers Nope , nope. Ios will just ignore one and default to the wired one.

[Akshara @aarashka]

@N_and_ni postman and 7 zip?

[Akshara @aarashka]

@kritikakodes Unified memory on mac really trics you into thinking 8GB is infinite.

[Akshara @aarashka]

@Sakshi50038 Brutal

[Akshara @aarashka]

@jatinprajapat29 The system can be gamed, the skill gap can't

[Akshara @aarashka]

@soham_nayak04 Perceived value > actual value every single time

[Akshara @aarashka]

@_adityaa21 offcampus hustle builds a completely different kind of resilience.

[Akshara @aarashka]

@AKirtesh Team Kiro here!

[Akshara @aarashka]

Finance is the one sector where AI is uniquely powerful and uniquely catastrophic.
If you are building with LLMs, this is what protects your architecture:
1. Hard-coded data grounding boundaries

2. Isolated execution environments

3. Strict audit logging for every generated output

4. Human-in-the-loop approval gates

5. Fallback logic that defaults to legacy systems on edge cases

What else are we adding to this stack?

[Akshara @aarashka]

@codewithDiyaa Python or Go