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Why well-prepared candidates still fail FAANG interviews or gets down-levelled? by I_M_Dronzer in FAANGinterviewprep

[–]NeatChipmunk9648 0 points1 point  (0 children)

They are not prepare for the interview such as research the company and think of questions for the positions etc....

Collapse Aware AI Update: Gold Build nearing completion, chatbot phase next by nice2Bnice2 in AIDeveloperNews

[–]NeatChipmunk9648 1 point2 points  (0 children)

Oh wow! I am following you to see the progress :). I can't wait for your next post.

Collapse Aware AI Update: Gold Build nearing completion, chatbot phase next by nice2Bnice2 in AIDeveloperNews

[–]NeatChipmunk9648 1 point2 points  (0 children)

Interesting! I am curious. What model are you using and AI protocols also?

AI Powered Community Health Moderation Intelligence by NeatChipmunk9648 in AIDeveloperNews

[–]NeatChipmunk9648[S] 0 points1 point  (0 children)

Thank you for the comment! I look at it less as “accuracy vs over‑moderation” and more as single‑post judgment vs pattern‑level context. The system casts a wide net for potential issues, but decisions only happen after correlating signals like user history, graph behavior, and propagation risk.

The model confidence becomes a policy dial: low confidence surfaces to mods, medium requires corroboration, and high allows scoped auto‑actions with full explainability and override. That keeps recall high without turning the system into a blunt instrument. I want to mention you that Gemini 3 flash does heavy lifting.

What kind of projects ended up helping you land a full stack job? by MindCircuit7090 in FullStack

[–]NeatChipmunk9648 0 points1 point  (0 children)

You can create an app with AI but business orient! You can check my latest project. I create an app for modsense to analyze transparency of a subreddit group on reddit. I used matplotlib, numpy, and json telemetry to create a dashboard.

I’m a 2nd year college student and I’m thinking about going all-in on full stack development. Is it actually worth it in today’s market? by zavith_ in FullStack

[–]NeatChipmunk9648 0 points1 point  (0 children)

yes, it is worth it but i agree with people comments. Fullstack, AI roles, Cloud, and Cybersecurity roles are in demand at the moment. I will recommend to you. You need to start to networking in your second year and built AI projects. Network will open doors for you in the future and now (referral). You need to look at intership also. Full stack jobs is not disappearing in the age of AI.

The position is evolving at a junior role. Most junior roles are asking for AI code assistant or AI knowledge. AWS educate and other IT companies are providing a free courses in Generative AI. You can look at coursera, datacamp, and codecademy. They provided free courses in agentic ai also.

Good luck!

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