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The Revolution of Token-Level Rewards

https://www.levroai.com/blog/revolution-of-token-rewards-08-01-2025
23•aagr•6mo ago

Comments

danielmarkbruce•6mo ago
Publish a paper?
aagr•6mo ago
We are working on one! Happy to send you a draft if you're interested.
danielmarkbruce•6mo ago
yes please, do send. my username at the very popular google email service.
ACCount36•6mo ago
No implementation details, no samples from an actual reward model in action, no github repo. Looks like a sales page more than anything. Eww.
trhway•6mo ago
it was just a matter of time before the reward/error/etc. would become a vector instead of a scalar - whether it is a vector of tokens or a vector of some other qualities the output is evaluated for. So, instead of vector gradient - d scalar error by d every var - we'll have a matrix and thus would be matrix-transforming the NN instead of just adding the gradient.

DoNotNotify is now Open Source

https://donotnotify.com/opensource.html
213•awaaz•4h ago•35 comments

Dave Farber has passed away

https://lists.nanog.org/archives/list/nanog@lists.nanog.org/thread/TSNPJVFH4DKLINIKSMRIIVNHDG5XKJCM/
23•vitplister•54m ago•4 comments

Why E cores make Apple Silicon fast

https://eclecticlight.co/2026/02/08/last-week-on-my-mac-why-e-cores-make-apple-silicon-fast/
10•ingve•1h ago•1 comments

Matchlock: Linux-based sandboxing for AI agents

https://github.com/jingkaihe/matchlock
44•jingkai_he•4h ago•8 comments

Show HN: LocalGPT – A local-first AI assistant in Rust with persistent memory

https://github.com/localgpt-app/localgpt
249•yi_wang•11h ago•122 comments

Reverse Engineering Raiders of the Lost Ark for the Atari 2600

https://github.com/joshuanwalker/Raiders2600
16•pacod•3h ago•1 comments

Haskell for all: Beyond agentic coding

https://haskellforall.com/2026/02/beyond-agentic-coding
148•RebelPotato•10h ago•43 comments

(AI) Slop Terrifies Me

https://ezhik.jp/ai-slop-terrifies-me/
39•Ezhik•2h ago•23 comments

SectorC: A C Compiler in 512 bytes (2023)

https://xorvoid.com/sectorc.html
325•valyala•18h ago•66 comments

LLMs as the new high level language

https://federicopereiro.com/llm-high/
138•swah•5d ago•259 comments

Rabbit Ear "Origami": programmable origami in the browser (JS)

https://rabbitear.org/book/origami.html
16•molszanski•3d ago•3 comments

The Architecture of Open Source Applications (Volume 1) Berkeley DB

https://aosabook.org/en/v1/bdb.html
47•grep_it•5d ago•8 comments

Software factories and the agentic moment

https://factory.strongdm.ai/
243•mellosouls•21h ago•404 comments

Curating a Show on My Ineffable Mother, Ursula K. Le Guin

https://hyperallergic.com/curating-a-show-on-my-ineffable-mother-ursula-k-le-guin/
4•bryanrasmussen•2h ago•0 comments

Modern and Antique Technologies Reveal a Dynamic Cosmos

https://www.quantamagazine.org/how-modern-and-antique-technologies-reveal-a-dynamic-cosmos-20260202/
11•sohkamyung•5d ago•0 comments

Speed up responses with fast mode

https://code.claude.com/docs/en/fast-mode
196•surprisetalk•18h ago•202 comments

Hoot: Scheme on WebAssembly

https://www.spritely.institute/hoot/
199•AlexeyBrin•1d ago•36 comments

uLauncher

https://github.com/jrpie/launcher
41•dtj1123•5d ago•10 comments

Stories from 25 Years of Software Development

https://susam.net/twenty-five-years-of-computing.html
216•vinhnx•21h ago•26 comments

The Legacy of Daniel Kahneman: A Personal View (2025)

https://ejpe.org/journal/article/view/1075/753
8•cainxinth•3d ago•0 comments

Vocal Guide – belt sing without killing yourself

https://jesperordrup.github.io/vocal-guide/
378•jesperordrup•1d ago•121 comments

Brookhaven Lab's RHIC concludes 25-year run with final collisions

https://www.hpcwire.com/off-the-wire/brookhaven-labs-rhic-concludes-25-year-run-with-final-collis...
86•gnufx•17h ago•66 comments

LineageOS 23.2

https://lineageos.org/Changelog-31/
92•pentagrama•6h ago•25 comments

Wood Gas Vehicles: Firewood in the Fuel Tank (2010)

https://solar.lowtechmagazine.com/2010/01/wood-gas-vehicles-firewood-in-the-fuel-tank/
59•Rygian•3d ago•29 comments

In the Australian outback, we're listening for nuclear tests

https://www.abc.net.au/news/2026-02-08/australian-outback-nuclear-tests-listening-warramunga-faci...
20•defrost•2h ago•4 comments

First Proof

https://arxiv.org/abs/2602.05192
158•samasblack•21h ago•97 comments

Show HN: I saw this cool navigation reveal, so I made a simple HTML+CSS version

https://github.com/Momciloo/fun-with-clip-path
119•momciloo•18h ago•29 comments

Start all of your commands with a comma (2009)

https://rhodesmill.org/brandon/2009/commands-with-comma/
623•theblazehen•3d ago•224 comments

Substack confirms data breach affects users’ email addresses and phone numbers

https://techcrunch.com/2026/02/05/substack-confirms-data-breach-affecting-email-addresses-and-pho...
86•witnessme•7h ago•38 comments

Al Lowe on model trains, funny deaths and working with Disney

https://spillhistorie.no/2026/02/06/interview-with-sierra-veteran-al-lowe/
114•thelok•20h ago•28 comments