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Everyone is building AI trust frameworks; almost no one is reading the research

https://weightedthoughts.substack.com/p/everyones-building-trust-frameworks
4•ylliprifti•1h ago

Comments

ylliprifti•1h ago
I’ve spent the last few years looking at why current AI "alignment" frameworks fail to generate actual trust.Most frameworks (DeepMind, Microsoft, WEF) treat trust as a reactive measurement problem—Quality Assurance. I’m proposing we treat it as an engineering variable—Design.In the attached paper, I formalize Agentic Trust Design (ATDP) as a Markov Decision Process where the reward function is defined as $\Delta K$ (change in aggregate social capital).Key points for the HN crowd:Belief Components: We use the Castelfranchi-Falcone model (Competence, Willingness, Opportunity) as state variables.Empirical Grounding: The framework is based on a observed $0.98$ Pearson correlation between these trust scores and regional GDP.The Social Capital Turing Test: A proposal to move past "deceptive" benchmarks toward a measurable increase in network trust stock.Happy to discuss the MDP derivation or the weight matrix mapping in the comments.

Show HN: I built a Mac app that converts files when you rename them

1•imfavourite•27s ago•0 comments

SQLi flaw in Elementor Ally plugin impacts 250k+ WordPress sites

https://www.bleepingcomputer.com/news/security/sqli-flaw-in-elementor-ally-plugin-impacts-250k-pl...
1•mikece•1m ago•0 comments

My journey from foreign correspondent to Uber driver in Trump's America

https://stevescherer.substack.com/p/my-journey-from-foreign-correspondent
1•only_in_america•3m ago•0 comments

Show HN: Shadowscan – see what an AI agent can access on your machine

https://github.com/LakshmiSravyaVedantham/shadowscan
1•sravyavedantham•4m ago•1 comments

Claude Code building 100 mini games with one prompt (5.3M tokens)

https://twitter.com/amgauge/status/2031809325375897931
1•august-•4m ago•0 comments

Sensational news. Fintech has published banking secrets for public access

https://sfg.media/en/a/monobank-accuses-client-collaboration-slovenian-flag-mistake/
1•Kizert•5m ago•0 comments

Vitalina: Export Your Apple Health Data as CSV/JSON

https://apps.apple.com/us/app/health-data-exporter-vitalina/id6759179139
2•MegaMaddin•9m ago•1 comments

Digital Democracy

https://calmatters.digitaldemocracy.org/
2•jruohonen•10m ago•0 comments

Kishida Prize crowns wordsmiths in the theater world

https://www.japantimes.co.jp/culture/2026/02/26/stage/kishida-prize-theater-japan/
3•PaulHoule•13m ago•0 comments

Zoox starts mapping Dallas and Phoenix for its robotaxis

https://techcrunch.com/2026/03/09/zoox-starts-mapping-dallas-and-phoenix-for-its-robotaxis/
2•gmays•14m ago•0 comments

Surgical Repair of Collapsed Attention Heads in ALiBi Transformers

https://arxiv.org/abs/2603.09616
3•palmerschallon•14m ago•1 comments

Why Escalation Favors Iran

https://www.foreignaffairs.com/iran/why-escalation-favors-iran
6•decimalenough•15m ago•1 comments

Thanks, ChatGPT

https://www.robpanico.com/articles/display/?entry_short=thanks-chatgpt
2•retrocog•15m ago•1 comments

Wired headphone sales are exploding. What's with the Bluetooth backlash?

https://www.bbc.com/future/article/20260310-wired-headphones-are-better-than-bluetooth
14•billybuckwheat•17m ago•1 comments

Feature Unrequest

https://kudmitry.com/articles/feature-unrequest/
3•skwee357•19m ago•0 comments

OrthoScience – Hybrid search engine for 500K+ orthopedic translational research

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2•DrMeric•19m ago•1 comments

Don't post generated/AI-edited comments. HN is for conversation between humans.

https://news.ycombinator.com/newsguidelines.html#generated
174•usefulposter•25m ago•39 comments

An Update from First Board Chair Laurie Leshin

https://www.firstinspires.org/about/press-room/an-update-from-first-board-chair-laurie-leshin
2•ndrake•26m ago•0 comments

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https://r2desk.greeff.dev
2•pio_greeff•26m ago•0 comments

A record share of U.S. workers now have access to paid leave

https://19thnews.org/2026/03/paid-leave-policies-united-states/
3•mooreds•26m ago•0 comments

I'm glad the Anthropic fight is happening now

https://www.dwarkesh.com/p/dow-anthropic
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Over puppy yoga? Try it with snakes

https://text.npr.org/nx-s1-5743865
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Do You Need to Wash New Clothes Before Wearing Them?

https://www.nytimes.com/2026/03/10/well/wash-new-clothes-before-wearing.html
3•mooreds•27m ago•0 comments

Buying a Laptop Online Is a Broken Experience (2018)

https://blog.raed.dev/posts/buying_laptop_online_broken_experience/
2•Raed667•28m ago•0 comments

We Built a Linux Kernel Mailing List Front End

https://nexus-kb.com/blog/nexus-kb-announcement/
3•tansanrao•30m ago•0 comments

Ask HN: Developers still enjoying development after AI?

4•aavci•30m ago•4 comments

The Internet Has 100M Shops and No Front Door

https://askucp.com/blog
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OmniCode: A Benchmark for Evaluating Software Development Agents

https://arxiv.org/abs/2602.02262
2•foma-roje•32m ago•0 comments

From IDEs to AI Agents with Steve Yegge [video]

https://www.youtube.com/watch?v=aFsAOu2bgFk
2•claudiug•32m ago•1 comments

Show HN: Daub – A rendering spec for AI-generated UIs (two files, no build step)

https://daub.dev
2•kulesh•35m ago•0 comments