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Mar 31, 2026
Working in manual QA for 3 years, seeing more AI-based test generation tools in our stack. Should I be actively upskilling into something else, or is there still a long runway for this role?
Mar 30, 2026
Our compliance doc says 7 years for certain records but our actual backup retention is 90 days rolling. Trying to figure out the right split between hot backups, cold archive, and what genuinely needs multi-year retention without ballooning storage costs.
Mar 25, 2026
Used to do it for the intellectual challenge, now wondering if it has any real career value beyond cracking specific interview rounds.
Mar 23, 2026
Read a few case studies of international companies piloting this. Wondering if any Indian tech companies, especially product-based ones, are seriously considering or already running this.
Mar 21, 2026
Old proxy metrics feel broken now that a single prompt can generate hundreds of lines. What are teams actually using instead to evaluate engineering output fairly?
Mar 19, 2026
Offer includes a meaningful ESOP component from a Series B startup. Given how uncertain later-stage outcomes have been for some well-known startups, how much weight should this actually carry in a decision?
Mar 18, 2026
Working with a few enterprise clients on AI integration proposals. A lot of interest at the pilot stage, very few actually go into production. Is this an India-specific pattern or global?
Mar 16, 2026
Manager mentioned AI tool adoption as a review criterion this cycle for the first time. Is this becoming standard across the industry or still uncommon?
Mar 14, 2026
Feels like the 'growth at all costs' era ended a couple of years ago. Curious what the actual unit economics look like for people working inside D2C tech companies right now.
Mar 11, 2026
Skeptical going in, since a day a month across 15 engineers is real cost. Most projects didn't become features, but two turned into internal tools that saved real time, and engagement/retention feedback improved noticeably. Treating it as R&D insurance now, not a shipping pipeline.
Mar 10, 2026
Had two interviews recently where AI tool usage was explicitly allowed and even encouraged during the coding round. Is this becoming the norm or still rare?
Mar 8, 2026
Trying to benchmark an offer. Base salary alone doesn't tell the full story with variable pay and ESOPs factored in differently across companies.
Mar 6, 2026
Recruiters used to value a strong GitHub profile as a signal. With AI making it trivial to generate polished-looking projects, does this signal still carry weight, or has it become noise?
Mar 3, 2026
Building a product that's currently a thin layer on top of a foundation model API. Given how fast base model capabilities are improving, how long is a differentiation window realistically lasting for others in this position?
Feb 28, 2026
Our codebase has a growing percentage of AI-assisted code and I'm noticing patterns that would fail a human code review but got merged anyway under time pressure. Is this a known problem others are seeing and addressing?
Feb 26, 2026
Trying to plan my next 6 months of upskilling. Want to avoid investing time into something that becomes commoditized by AI tooling within a year.
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