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Idempotent Equilibrium Analysis of Hybrid Workflow Allocation

https://arxiv.org/abs/2508.01323
1•WASDAai•14h ago

Comments

WASDAai•14h ago
This paper dives into how humans and AI might split tasks in future workflows, modeling it as a repeating delegation process that settles into a stable setup where each job goes to whoever has the edge. Using math from lattice theory, it proves there’s always at least one such balanced point and spells out when it’s the only one, while a continuous version shows the steady-state automation level as x* = α / (α + β), with α as automation speed and β as the flow of new human-focused tasks, meaning full robot takeover is off the table if β stays positive. It tests this across three dynamic scenarios like discrete updates, evolutionary dynamics, and a beta-distributed task range, all landing on the same hybrid outcome, plus simulations from 2025 to 2045 forecast automation jumping from 10% to 65%, still leaving humans about a third of the work in a fresh role as workflow orchestrators. Wrapping up, it touches on boosts for skills, better benchmarks, and AI rules to push human-AI partnerships for max benefits.

I Was Reincarnated as the 7th Prince Season 1 Anime Review

https://www.animenewsnetwork.com/review/i-was-reincarnated-as-the-7th-prince/.226628
1•PaulHoule•14s ago•0 comments

Billions of starfish have died in a decade-long epidemic

https://www.cbsnews.com/news/starfish-sea-star-died-epidemic-scientists-know-why/
1•Brajeshwar•1m ago•0 comments

Kids shoes with a hidden AirTag compartment

https://techcrunch.com/2025/07/30/skechers-is-making-kids-shoes-with-a-hidden-airtag-compartment/
1•walterbell•1m ago•0 comments

Arenas in Rust

https://russellw.github.io/arenas
2•rwallace•6m ago•0 comments

If you're a direct employee of HP/Compaq you're not allowed to look at this code

https://www.ukcert.org.uk/repository/exploits/NETSYS_COM%20-%20The%20Intelligent%20Hacker%27s%20Choice%20-%20http--www_netsys_com-library-alerts-2002-08-05-dxchpwd.txt
1•dijksterhuis•7m ago•0 comments

The Mistake That Killed Excite: The HomeNetwork

https://en.wikipedia.org/wiki/@Home_Network
1•sans_souse•11m ago•0 comments

Show HN: I built a browser extension to add comment threads on any website

https://medium.com/@oencab2/why-im-building-a-browser-that-lets-you-leave-comments-on-the-internet-itself-9d4c2404d4b8
2•itzoen•12m ago•0 comments

Electric motor runs without metal coils

https://newatlas.com/technology/kist-cnt-cscec-carbon-nanotube-wire/
2•westurner•16m ago•1 comments

How to build realistic AI companions

https://www.emotionmachine.ai/blog/realistic-ai-companions
1•sarbak•24m ago•0 comments

What if technology is our weakness?

2•morpheos137•25m ago•0 comments

Show HN: PinpoinTodays – Daily Answers and History for LinkedIn's Pinpoint Game

https://pinpointodays.com
1•qinggeng•26m ago•0 comments

Science Titan sub firm used intimidation tactics and flawed safety practices

https://www.bbc.com/news/live/cdjxp4n2371t
2•teleforce•27m ago•1 comments

Australia: land of sun, surf and pregnant men

https://www.spiked-online.com/2025/08/05/australia-land-of-sun-surf-and-pregnant-men/
1•drankl•29m ago•0 comments

Cerebras now supports OpenAI GPT-OSS-120B at 3k Tokens Per SEC

https://www.cerebras.ai/news/cerebras-helps-power-openai-s-open-model-at-world-record-inference-speeds-gpt-oss-120b-delivers
2•me551ah•33m ago•0 comments

Man who lit cigarette from French war memorial flame faces legal action

https://www.theguardian.com/world/2025/aug/05/french-minister-legal-action-against-man-lit-cigarette-memorial
2•wslh•35m ago•0 comments

Never miss a conversation that matters

https://socialystener.com/
1•usamak23•36m ago•0 comments

Show HN: Virtual Ontologies with Claude Code

https://medium.com/@michael.craig.fitzgerald/whither-ontologies-d871bd3a8098
1•mcfitzgerald•37m ago•0 comments

RFK Halts mRNA vaccine research

https://www.pbs.org/newshour/health/rfk-jr-pulls-funding-for-vaccines-being-developed-to-fight-respiratory-viruses
6•worik•38m ago•1 comments

Kitten TTS: 25MB CPU-Only, Open-Source Voice Model

https://algogist.com/kitten-tts-the-25mb-ai-voice-model-thats-about-to-change-everything-runs-on-a-potato/
28•jainilprajapati•44m ago•5 comments

Engineer restores pay phones for free public use

https://www.npr.org/2025/08/04/nx-s1-5484013/engineer-restores-pay-phones-for-free-public-use
3•andsoitis•45m ago•1 comments

Cosmopolitan: Build-once run-anywhere C library

https://github.com/jart/cosmopolitan
2•Bogdanp•46m ago•0 comments

Trump threatens pharma tariffs of up to 250 percent

https://thehill.com/homenews/administration/5436846-drug-import-tariffs-trump/
3•OutOfHere•48m ago•1 comments

Demystifying Claude Code Hooks

https://www.brethorsting.com/blog/2025/08/demystifying-claude-code-hooks/
3•aaronbrethorst•51m ago•0 comments

Survivors of Texas floods grappling with trauma and waiting on financial help

https://www.cnn.com/2025/08/04/us/texas-flood-survivors
2•petethomas•52m ago•0 comments

dots.ocr: Multilingual Document Layout Parsing in a Single Vision-Language Model

https://huggingface.co/rednote-hilab/dots.ocr
1•walterbell•52m ago•0 comments

New AI Coding Teammate: Gemini CLI GitHub Actions

https://blog.google/technology/developers/introducing-gemini-cli-github-actions/
2•meetpateltech•53m ago•0 comments

Murena's Pixel Tablet is helping to wean me off Google

https://arstechnica.com/gadgets/2025/08/murenas-pixel-tablet-is-helping-to-wean-me-off-google/
1•LorenDB•59m ago•0 comments

Lyft Will Use Chinese Driverless Cars in Britain and Germany

https://www.nytimes.com/2025/08/04/business/lyft-baidu-driverless-cars-europe.html
1•bookofjoe•1h ago•1 comments

Ask HN: Modular's Max Momentum

2•dcreater•1h ago•0 comments

Car has more than 1.2M km on it – and it's still going strong

https://www.cbc.ca/news/canada/nova-scotia/1985-toyota-tercel-high-mileage-1.7597168
3•Sgt_Apone•1h ago•1 comments