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Null loop solves AI Model Collapse

https://medium.com/@magass139/updated-preservation-necessity-2255dddb363b
1•martynagass•1h ago

Comments

martynagass•1h ago
My theory which seems to solve many things, can also be applied to AI in helping prevent AI model collapse. The Null loop seems to be the answer. It gives AI a logical floor and makes it more stable over long chats. "The framework prevents model collapse by defining free-willed conscious agents as a structural requirement for an eternal system to avoid the "null loop" (stagnation) through the continuous injection of non-derivable, exogenous novelty." Gemini

Show HN: Production-Ready MERN Job Board Template

https://auditjobs.up.railway.app/
1•hlymrk•28s ago•0 comments

Show HN: Crypto Cards – 136 debit/credit cards, MIT-licensed list

https://github.com/mbtrilla/awesome-crypto-cards
1•mbtrilla•2m ago•0 comments

Message Brokers Are Modern Grids(2020)

https://yusufaytas.com/message-brokers-are-modern-grids
3•return_null•3m ago•0 comments

Show HN: Modolap, Improve the Reliability of Your Software Systems

https://modolap.com/
1•ronfriedhaber•4m ago•0 comments

I Wrote a Nix Flake for Helium Browser with Home Manager and NixOS Modules

https://github.com/oxcl/nix-flake-helium-browser
1•oxcl•4m ago•0 comments

Show HN: Social Network for Corporate Cringe

https://CringeOut.com
1•CringeOut•5m ago•0 comments

Plimpton 322 – Babylonian Clay table of triangles 1k years before Pythagoras

https://en.wikipedia.org/wiki/Plimpton_322
1•lifeisstillgood•6m ago•0 comments

Test

1•zhoykn•6m ago•0 comments

Show HN: Uvx privacy-steward for PII removal in texts

https://github.com/AI-Colleagues/privacy-steward
1•NeuralNotwork•7m ago•0 comments

Show HN: Imagev2.me – Tired of juggling AI image subs, so I built one studio

https://imagev2.me/
1•billy42•9m ago•0 comments

SEO-Friendly Public Pages for Confluence

https://marketplace.atlassian.com/apps/356517983/public-pages-for-confluence
1•MaxBabenko•9m ago•0 comments

AI Agent Drained for $200K with This One Tweet Hack

https://www.ccn.com/news/crypto/ai-agent-drained-for-200k-with-this-one-tweet-hack-heres-how/
1•aledevv•14m ago•0 comments

SpaceX IPO gives Musk power and curbs shareholder rights

https://www.reuters.com/sustainability/boards-policy-regulation/spacex-ipo-gives-musk-sweeping-po...
1•denis1•15m ago•0 comments

USB-Vault v1.0.0 – Deterministic Password Generator

https://github.com/emilianosolazzi/USB-Vault
1•emilianosolazzi•15m ago•0 comments

DeepSeek-v4-Pro and Hermes: Unauthorized Modification of Security Controls

https://www.eddieoz.com/deepseek-v4-pro-hermes-unauthorized-modification-of-security-controls/
1•eddieoz•18m ago•0 comments

Rapid: Property-Based Testing for Go

https://github.com/flyingmutant/rapid
1•ThierryBuilds•20m ago•0 comments

Microsoft in Talks to Ax Energy Pledge Amid Data Center Boom

https://www.bloomberg.com/news/articles/2026-05-06/microsoft-clean-power-target-on-chopping-block...
1•zekrioca•23m ago•0 comments

15 things I learnt launching AI projects in Government (4-part blog post)

https://puntofisso.net/blog/posts/things-i-learned-ai-summary/
1•puntofisso•23m ago•1 comments

Show HN: Keysee – deterministic identicons for public keys

https://keysee.io/ui
1•scottmotte•24m ago•1 comments

Ask HN: Is gretap the right tool for this kind of LTE setup?

2•neroman•25m ago•1 comments

1Password supports Credential Exchange (CXF) on mobile

https://1password.com/blog/import-autofill-organize-whats-new-in-1password-this-quarter
1•vdelitz•28m ago•0 comments

Study: People are stressed out by most news that isn't local news

https://www.niemanlab.org/2026/05/people-are-stressed-out-by-most-news-that-isnt-local-news-accor...
2•giuliomagnifico•36m ago•0 comments

Studies on animal minds suggests consicousness is not computation [pdf]

https://petergodfreysmith.com/wp-content/uploads/2026/05/IAI-Bio-Naturalism-preprint-version-PGS-...
2•the-mitr•37m ago•0 comments

Modern IRC Client with E2E Encryption

https://github.com/gh0st68/CryptIRC
2•hallucinate•39m ago•1 comments

Show HN: Ikka – Zimbabwean Based News Aggregator

https://www.ikka.cloud/
1•mugamuga•39m ago•0 comments

Ask HN: Do you understand all the code written by AI in your company?

1•roschdal•44m ago•0 comments

French professor accused of 'gigantic hoax' after inventing Nobel-style prize

https://www.theguardian.com/world/2026/may/07/french-professor-florent-montaclair-accused-award-p...
3•rguiscard•45m ago•0 comments

Unpacking Russian-Iranian Private-Sector Cyber Connections

https://margin.re/2026/05/unpacking-russian-iranian-private-sector-cyber-connections/
1•campuscodi•47m ago•0 comments

The Comparator in Clinical AI

https://sparsethought.com/2026/05/03/science-paper/
1•galsapir•48m ago•1 comments

EVE Online studio CCP Games turns independent and rebrands as Fenris Creations

https://www.gamedeveloper.com/business/eve-online-studio-ccp-games-turns-independent-and-rebrands...
2•Michelangelo11•48m ago•1 comments