I just published Inside the Hallucination Matrix: Biological Brains and Digital Brains(Ai) medium.com/p/inside-the-h…

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Upgraded to Windows 11 as Windows 10 support ends in Oct 2025. Earlier, I rolled back multiple times due to high RAM usage & lower performance. But the latest 23H2 build feels much more optimized. Still, Windows 10 remains my favorite. Wsl installed..

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Meta Hacker Cup: Human Track ✅

Cleaning ✅

C++23 Highlights 🔥: std::expected → cleaner error handling deducing this → smarter member templates More constexpr → compile-time power std::flat_map/set → cache-friendly containers std::mdspan → multidimensional views Improved format, ranges, stacktrace UTF-8 source files

learning AI in 2025.

tom ッ Bython is beautiful

There’s a mathematical reason no software can ever be fully predictable or perfectly verified. My latest post explains the Halting Problem, and how this foundational limit shapes what programs can and cannot guarantee. anmolmeetsingh.medium.com/the-limits-of-…

Python for AI production was a mistake. We should’ve stuck to C++ and just improved the tooling to bind research code to production runtimes.

innerPeace redd.it/1pmdual

If you want a real side project → start building a HOMELAB. Infra skills > tutorials