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Replacing probabilistic AI with deterministic math and Dafny formal verification

https://gist.github.com/Solymus-foundation/5be1dbb91b29d7a8d40760dbc77c8ceb
2•kevinkibeom•1h ago

Comments

kevinkibeom•1h ago
Hi HN, we are the team behind Solymus. We got tired of waiting for high-frequency on-chain payments to scale, so we bypassed the FIPS 140-3 HSM signing bottleneck using contiguous memory block compression. We also formally verified our offline peer-to-peer merge DAG (the Sub-Tangle) using Microsoft Dafny/Z3 (112 VCs discharged).We decided to skip the marketing fluff and just publish the raw architecture notes. Would love to get brutally honest feedback from the ZK, EigenLayer, and formal verification folks here on our merge algebra.

Michael review: 'A bland and barely competent daytime TV movie'

https://www.bbc.com/culture/article/20260421-michael-review
1•dnnddidiej•6m ago•0 comments

Education must go beyond the mere production of words

https://www.ncregister.com/commentaries/schnell-repairing-the-ruins
2•signor_bosco•8m ago•0 comments

Decoupled DiLoCo for Resilient Distributed Pre-Training

https://arxiv.org/abs/2604.21428
1•matt_d•13m ago•0 comments

Serendipity Machines

https://www.shishyko.com/essays/serendipity-machines.html
1•philip1209•18m ago•0 comments

Mac-use: open-source Codex computer-use clone for your OpenClaw on Mac OS

https://github.com/TheGuyWithoutH/mac-computer-use
1•guywithnoh•22m ago•2 comments

ChatGPT ads targeting farmers (YouTube Link) [video]

https://www.youtube.com/watch?v=4rzeW4dbvlQ
1•ki4jgt•23m ago•0 comments

Prop 13 Didn't Shrink Government. It Handed It to Sacramento

https://maxmautner.com/2026/04/23/prop-13-changed-things.html
1•mslate•27m ago•0 comments

Why does the Rainbow have 7 colors?

https://glorify.com/learn/why-does-the-rainbow-have-seven-colors
2•airstrike•28m ago•0 comments

You're about to feel the AI money squeeze

https://www.theverge.com/ai-artificial-intelligence/917380/ai-monetization-anthropic-openai-token...
2•cdrnsf•30m ago•1 comments

Anthropic now requires Pro Plans to enable/purchase extra usage for Opus

https://support.claude.com/en/articles/11940350-claude-code-model-configuration
5•qdot76367•33m ago•3 comments

Context Pricing and Accounting [video]

https://www.youtube.com/watch?v=xcYhV4S7faI
1•journal•34m ago•0 comments

Chinese National Pleads Guilty to Photographing Air Force Base and Equipment

https://www.justice.gov/usao-wdmo/pr/chinese-national-pleads-guilty-unlawfully-photographing-air-...
2•737min•37m ago•3 comments

Databases Were Not Designed for This

https://arpitbhayani.me/blogs/defensive-databases/
1•mooreds•38m ago•0 comments

James Bosworth on the 'Orange Wave' Happening Across Latin America

https://www.bloomberg.com/news/articles/2026-04-24/james-bosworth-on-the-orange-wave-happening-ac...
1•mooreds•40m ago•1 comments

Alex Bores' AI Policy Framework for Congress [pdf]

https://www.alexbores.nyc/files/Bores_AI_Framework.pdf
1•mooreds•45m ago•0 comments

Andrej Karpathy's microgpt as a Triptych

https://karpathy.art/
1•stared•49m ago•0 comments

Chinese National Arrested for Illegally Photographing Military Aircraft at AFB

https://www.justice.gov/opa/pr/chinese-national-arrested-jfk-international-airport-federal-charge...
2•737min•51m ago•1 comments

Exodus, from former Mass Effect devs, couldn't look more like Mass Effect

https://www.pcgamer.com/games/rpg/exodus-the-sci-fi-rpg-from-former-mass-effect-devs-couldnt-look...
2•evo_9•54m ago•0 comments

Ancient amber reveals a true bug equipped with claws, a highly unusual feature

https://phys.org/news/2026-04-ancient-amber-reveals-true-bug.html
2•bookofjoe•54m ago•0 comments

The bull case for graph DBs in law

https://alanyahya.com/writing/bull-case-graph-dbs-law
2•alansaber•55m ago•0 comments

Microsoft offers voluntary employee buyout/retirement for 7% of U.S. workforce

https://www.cnbc.com/2026/04/23/microsoft-plans-first-voluntary-retirement-program-for-us-employe...
3•mgh2•56m ago•0 comments

Show HN: RoboAPI – A unified REST API for robots, like Stripe but for hardware

https://github.com/amitb-quantum/roboapi
1•xmas123•1h ago•1 comments

Lumitime Automata – The Most Amazing Digital Clock Is a Machine [video]

https://www.youtube.com/shorts/LTInOMdjs5o
1•thunderbong•1h ago•0 comments

David Choi's Mars FX Collapse Sparks Global Hunt for Almost $600M

https://www.bloomberg.com/news/articles/2026-04-24/hedge-fund-collapse-sparks-global-hunt-for-alm...
1•simonpure•1h ago•1 comments

Is your meditation posture making things worse?

https://mvmnt.substack.com/p/is-your-meditation-posture-making
1•awakenmyrub•1h ago•0 comments

Performance of the Wren Programming Language

https://wren.io/performance.html
2•birdculture•1h ago•0 comments

Giving AI Agents Database Access Is Way Harder Than It Looks

https://querybear.com/blog/architecture-of-querybear
2•dispencer•1h ago•0 comments

The xAI exodus: Meet the people who have left Musk's AI company

https://www.fastcompany.com/91531084/inside-the-xai-exodus
4•littlexsparkee•1h ago•0 comments

Ask HN: Any recommendataions for exporting data from Amazon?

2•coreyp_1•1h ago•1 comments

2FA: A dedicated two-factor authenticato to securely manage one-time passwords

https://codeberg.org/979/2fa
2•thunderbong•1h ago•0 comments