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One operator for all math & Symbolic regression with EML trees - Hacker News (Apr 13, 2026)
Published 2 months, 1 week ago
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-Paper Proposes a Single Binary Operator That Can Generate All Elementary Functions
-Why Software Teams Often Lack Clear ROI—and Why AI Raises the Stakes
-AMD Bets on ROCm Upgrades and Triton Support to Challenge Nvidia’s CUDA Moat
- Discover the Future of AI Audio with ElevenLabs - https://try.elevenlabs.io/tad
- KrispCall: Agentic Cloud Telephony - https://try.krispcall.com/tad
- SurveyMonkey, Using AI to surface insights faster and reduce manual analysis time - https://get.surveymonkey.com/tad
Support The Automated Daily directly:
Buy me a coffee: https://buymeacoffee.com/theautomateddaily
Today's topics:
One operator for all math - An arXiv paper claims a single primitive operator, eml(x,y)=exp(x)−ln(y), plus the constant 1 can generate exp, ln, arithmetic, and famous constants like e and π—suggesting a new universal expression format for elementary math.
Symbolic regression with EML trees - The same EML representation is used as a differentiable “circuit,” trained with gradient methods like Adam to recover exact closed-form formulas from data—pointing to a new, structured search space for symbolic regression and interpretable models.
Engineering ROI and build economics - A software economics essay argues teams often ship features without quantifying value; it connects platform-team impact to hours saved per engineer and product impact to churn, activation, and conversion—highlighting ROI as a competitive edge in the AI era.
AMD ROCm versus Nvidia CUDA - AMD says ROCm is becoming a cohesive, faster-shipping AI stack, betting that better portability and “just works” reliability can reduce CUDA lock-in and influence data-center GPU buying decisions.
Faster constant integer division - A new compiler optimization for division by constants targets 64-bit CPUs more directly than the classic Granlund–Montgomery approach; LLVM has already merged the change, promising real speedups in hot code paths.
Lean as a perfectable language - An essay argues Lean is special because you can express and prove properties about programs inside the language itself, combining dependent types, theorem proving, and metaprogramming—pushing safer refactoring and optimization.
Why web UI feels inconsistent - A critique of modern web design says we lost shared interface idioms—checkboxes, menus, keyboard shortcuts—due to touch-first compromises and framework-heavy UI, urging a return to standard HTML and predictable browser behaviors.
Hacker News builders: agents and privacy - The April 2026 “What Are You Working On?” thread shows builders focusing on AI coding agents, sandboxing and verification, plus local-first and privacy-oriented tools—capturing shifting priorities toward control and reliability.
Open-source homemade soft drinks - A long-running DIY cola project documents reproducible food-chemistry tricks—emulsifying essential oils, tuning acids and sweeteners—and publishes versioned recipes on GitHub, showcasing open experimentation beyond software.
-Paper Proposes a Single Binary Operator That Can Generate All Elementary Functions
-Why Software Teams Often Lack Clear ROI—and Why AI Raises the Stakes
-AMD Bets on ROCm Upgrades and Triton Support to Challenge Nvidia’s CUDA Moat