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Reducing Reward Hacking by Localizing Bad Behavior Instead of Penalizing It

https://alignment.anthropic.com/2026/graft/
1•medbar•40s ago•0 comments

Do Markets Dream of Artificial Intelligence? (DNB Working Paper)

https://www.dnb.nl/en/publications/research-publications/working-paper-2026/871-do-markets-dream-...
1•latentframe•57s ago•0 comments

Hooked on YouTube

https://www.nbcnews.com/specials/hooked-youtube-videos-schools-junk-infiltrating-classrooms-google/
1•hollerith•1m ago•0 comments

Show HN: Frink – Desktop-first app for multi-step workflows and parallel agents

https://github.com/benord-labs/frink
1•norvalbv•3m ago•0 comments

Google support pages start defaulting to AI chatbots

https://9to5google.com/2026/10/19/google-support-ai-summary-chatbot-update/
1•tech234a•4m ago•0 comments

Michael Rabin's fingerprints across the theory of computation

https://eccc.weizmann.ac.il/report/2026/259/
1•matt_d•5m ago•0 comments

Can a Million AI Agents Create Superintelligence?

https://www.noahpinion.blog/p/can-a-million-ai-agents-create-superintelligence
1•speckx•9m ago•0 comments

Summonos: An omarchy-inspired macOS environment

https://github.com/RohiRIK/SummonOS
1•RohiRik•11m ago•0 comments

Deriving Efficient Hardware in the Bluespec Style

https://stng.substack.com/p/deriving-efficient-hardware-in-the
1•matt_d•12m ago•0 comments

What Shall I Teach My Son?

https://stevekrouse.com/ends
2•Curiositry•12m ago•0 comments

Redux, docs, and career advice with Mark Erikson

https://www.youtube.com/watch?v=oKFAFAU50sA
1•jdauriemma•12m ago•0 comments

My coding agent deleted a project without asking. The audit log says I did it

https://zabta.ai/blog/my-coding-agent-deleted-a-project
3•Regzaar•13m ago•1 comments

MSP 101: Simply Typed Lambda Calculus [video]

https://www.youtube.com/watch?v=lluk5MOrtHM
1•matt_d•14m ago•0 comments

Blanets and Weird Worlds

https://www.antipope.org/charlie/blog-static/2026/10/bizarre-blanets-and-other-weir.html
2•dan-bailey•14m ago•0 comments

Amazon ECS Gateway: A fully-managed ingress solution for ECS services

https://aws.amazon.com/blogs/aws/introducing-amazon-ecs-gateway-a-fully-managed-ingress-solution-...
1•ilreb•14m ago•0 comments

Show HN: FacilisCam, Android camera in one line of code

https://github.com/al3j4ndrolm/FacilisCam
1•lopezalejandro•15m ago•0 comments

How a Differential Works

https://www.autotechart.com/how-it-works/differential/
1•at1as•15m ago•0 comments

Phalanx CIWS Defense Simulator

https://ciws.obliscence.com/
1•mik3y•16m ago•0 comments

Show HN: Open-source edge data governance library

https://www.csvpath.org
1•djekershaw•16m ago•0 comments

Language models can learn to tell when their activations are being read

https://github.com/SauersML/watching
1•torsi0n•17m ago•0 comments

Show HN: Vistas – slow-moving scenes generated by Opus 5.5

https://www.emergentmind.com/vistas
1•matt1•17m ago•0 comments

NPM and Left-Pad: Have We Forgotten How to Program? (2016)

https://web.archive.org/web/20160323230602/http://www.haneycodes.net/npm-left-pad-have-we-forgott...
2•Apocryphon•20m ago•0 comments

GPT-6.1 Terra is in a Microsoft PR

https://twitter.com/LuminaBench/status/2112189697388613850
1•theanonymousone•22m ago•0 comments

Announcements

https://www.anthropic.com/news/announcements
2•surprisetalk•22m ago•0 comments

From hackathon prototype to production ML: Building PredictPay at Affirm

https://tech.affirm.com/predictpay-from-hackathon-idea-to-smarter-payments-at-scale-a8dc7c3837db
2•alexanderstatni•22m ago•0 comments

Linux 7.4 Removing Its Broken and Rarely Touched Code for ARM64 Big Endian

https://www.phoronix.com/news/Linux-7.4-Removes-ARM64-BE
2•haunter•23m ago•0 comments

Omnii-1: a leap toward general biological intelligence

https://www.radicalnumerics.ai/blog/omnii-1
3•ilreb•23m ago•0 comments

AI's Midas problem: When code is free, features are worthless

https://thenewstack.io/ai-commoditizes-software-value/
1•theanonymousone•23m ago•0 comments

Who is Yuki Chen, China's 'superstar' hacker who just joined AI leader Z.ai?

https://www.scmp.com/tech/tech-trends/article/3371530/who-yuki-chen-chinas-superstar-hacker-who-j...
4•theanonymousone•24m ago•0 comments

Home-based coffee shops provide unique perks for owners and customers

https://www.marketplace.org/story/2026/10/19/microbusiness-programs-help-incubate-homebased-cafes
1•mooreds•24m ago•0 comments
Open in hackernews

Testing Jev, a fast multiple-choice AI model, on forensic accounting tasks

https://case-trail.com/blog/testing-jev-ai-model-forensic-accounting
1•mstalcup•1h ago

Comments

reddmachine•54m ago
This is a well written piece with thorough analyses. Thanks for the datapoint about Jev not working well for Entity matching use cases, it likely that it wasn't trained on this specific use case. It's possible that a 2-tower architecture works well for this case as compared to Jev's noul type.

You might have better success using a network of multiple decision models as compared to a one-shot since that you have more of a budget compared to the GPT models. That being said, you could try fine-tuning Laya models or some Qwen 4B models. Also, did you try the GPT-6-Luna decisions API?