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Show HN: Pinocchio: Harness for Verifiable Work

https://pinocchio.goedelmachines.com
1•lazaruslong•1h ago
Hey HN, we've been trying to solve LLM Hallucinations. So we built Pinocchio.

Pinocchio is a research preview for AI outputs with provenance and verification built in.

Give it a task and source material. For numerics, the values used in the computation are carried directly from the source rather than regenerated by the model across reasoning steps. Pinocchio records the computations and derivations applied to them, and a deterministic verifier can replay and check the resulting computation.

The output retains a connection to: • the exact source inputs used • the operations performed on them • the intermediate and final results they produced • the checks those results passed

Every output points back to its sources. You can trace it backwards through its derivation and sources.

Really looking forward to what you guys think about this.

P.S. we're limiting to one run at a time. Other than there are no other restrictions. It does take a while though, so I'd let it be and check back in a while.

Pretraining progress is mostly coming from data

https://www.dwarkesh.com/p/pretraining-progress-is-mostly-data
1•gmays•21s ago•0 comments

Autonomy Preservation

https://simonsocolow.com/blog/keeping-autonomy-when-using-ai/
1•ssocolow•6m ago•0 comments

Mark Zuckerberg: "Cambridge Analytica" (2017)

https://twitter.com/TechEmails/status/2099214399840059428
1•mfiguiere•6m ago•0 comments

France announces <€1B in emergency farm support after 2026 summer

https://www.thescottishfarmer.co.uk/news/26534316.france-unveils-eur1-1bn-aid-package-drought-hit...
1•nephihaha•7m ago•1 comments

Predicting and Altering Human Opinions

https://hunchfox.com/blog/predicting-and-changing-human-opinions.html
2•sahil_chaudhary•9m ago•0 comments

Solve the Loop: Attractor Models for Language and Reasoning

https://arxiv.org/abs/2605.12466
1•jerlendds•9m ago•1 comments

A computational constitution to stop LLM agents from bricking servers

https://github.com/misqe/zero-trust-llm
2•misqe•9m ago•0 comments

A Layman's Guide to Linux Distros

https://petrisha.club/a-laymans-guide-to-linux-distros
1•lylo•11m ago•0 comments

Building projects in the AI era for Software Engineers

https://hsnice16.medium.com/building-projects-in-the-ai-era-for-software-engineers-72f3ddcd2a40
1•hsnice16•11m ago•0 comments

Object Storage Costs Compared

https://objectcost.com
1•montyanderson•11m ago•0 comments

Show HN: Credit against tokenised stocks for agents. punish us please

https://vaaya.ai/credit-against-securities-for-agents
1•nakulkelkar•11m ago•0 comments

So software is mostly dead and hardware it is

https://twitter.com/levelsio/status/2099098086035382334
2•acopetkovic•12m ago•0 comments

Americans Go Off at Data Center Town Hall

https://www.youtube.com/watch?v=IxvjA3H8nYw
2•emsign•13m ago•0 comments

Show HN: VibeWorld – a shared terminal world for developers and scientists

https://github.com/SorBalda/vibeworld
1•sorbalda•14m ago•0 comments

Hitting a NERVE with attacks on AI-powered brain-computer interfaces

https://anil.recoil.org/notes/nerve-attacks
3•matt_d•15m ago•1 comments

Show HN: One year in making, private/colleberative HTML5-canvas based editor

https://www.tasfer.app/en/
1•hamza512b•16m ago•0 comments

Method and system for navigating paginated content in page-based increments (2008)

https://patents.google.com/patent/US7415666B2/en
2•aragonite•17m ago•0 comments

145 Days of Uptime, 56 TiB of Traffic, One Debian Upgrade

https://sarah-robin.com/blog/debian-12-13
1•sarah-robiin•19m ago•0 comments

VR still makes 40-70% of players want to throw up

https://www.pcgamer.com/vr-still-makes-40-70-of-players-want-to-throw-up-and-thats-a-huge-problem...
4•andsoitis•21m ago•1 comments

OrigamiPhone

https://edwinarb.us/origamiphone/
1•edwinarbus•21m ago•0 comments

Cybersickness Variability by Race: Findings from 6 Studies

https://pmc.ncbi.nlm.nih.gov/articles/PMC9201708/
1•andsoitis•22m ago•0 comments

How the opium trade built one of the great cities

https://worldhistory.substack.com/p/singapore-straits-and-shadows
1•gdillard•23m ago•0 comments

Show HN: Railo – Deterministic AST security patches verified with Z3 SMT

https://www.railo.dev
1•mdzariflatif•23m ago•0 comments

Everyone Is Mossad Now

https://rosslazer.com/posts/everyone-is-mossad-now/
2•rosslazer•23m ago•1 comments

There Is No AI (It's Just People) with Jaron Lanier

https://singjupost.com/startalk-there-is-no-ai-really-its-just-people-w-jaron-lanier-transcript/
12•andsoitis•34m ago•2 comments

Show HN: Exende – 10k active jobs from 300 company sources through one API

https://www.exende.dev
1•daniellax•34m ago•0 comments

Show HN: Kibble – a reader for AI news, tutorials, code and models

https://www.kibblebites.com/app/
2•syedmubarak088•35m ago•0 comments

The Seizure of Bab El-Mandeb: Why Tanker Rates Are Exploding [video]

https://www.youtube.com/watch?v=n76tCHtJfmQ
4•toomuchtodo•35m ago•0 comments

Investment token from new economic trading platform worldwide

https://spare-change-01.vercel.app/
2•korerussbiz•37m ago•0 comments

Punish me hard. Show HN: credit against tokenised stocks for your agents

3•nakulkelkar•37m ago•1 comments