Not everything should cost a token: the case for deterministic AI
https://www.vybe.build/blog/learn-what-not-to-tokenize
https://www.vybe.build/blog/learn-what-not-to-tokenize
www.vybe.build
Not everything should cost a token: the case for deterministic AI
Running every task through an AI model burns tokens and bloats context. Learn what not to tokenize, and why the best agent systems push deterministic work down to the app layer.
I created a free tool that pairs your Nasic and past performance to win contract
https://www.fedfinder.net/
https://www.fedfinder.net/
FedFinder
Federal Contract Intelligence Platform with an AI Operator | FedFinder
Find government contracts before they post to SAM.gov. Pre-RFP signals, decision-maker intelligence, and the Closer, an AI operator grounded in the public record. 14-day free trial, no credit card.
YC CEO says he ships 37K LoC/day AI code. A developer looked under the hood
https://www.fastcompany.com/91520702/y-combinator-garry-tan-agentic-ai-social-media
https://www.fastcompany.com/91520702/y-combinator-garry-tan-agentic-ai-social-media
Fast Company
Y Combinator's CEO says he ships 37,000 lines of AI code per day. A developer looked under the hood
After Garry Tan touted his agentic coding output, a developer found inefficiencies, code bloat, and rookie mistakes lurking in production.
Microsoft Can Track Users via a Windows Device ID
https://www.pcmag.com/news/a-hackers-arrest-reveals-microsoft-can-track-users-via-a-windows-device
https://www.pcmag.com/news/a-hackers-arrest-reveals-microsoft-can-track-users-via-a-windows-device
PCMAG
A Hacker's Arrest Reveals Microsoft Can Track Users Via a Windows Device ID
The FBI used a Microsoft device identifier, dubbed GDID, to link a teenager to a hack attributed to Scattered Spider, raising privacy red flags about Windows' surveillance capabilities.
Why migrants come to Germany for work and then leave again
https://www.dw.com/en/germany-migrants-skilled-workers-integration-labor-market-bureaucracy-language-housing/a-77853162
https://www.dw.com/en/germany-migrants-skilled-workers-integration-labor-market-bureaucracy-language-housing/a-77853162
DW
Why migrants come to Germany for work and then leave again
Germany has long attracted skilled workers to its labor market. The country has been much less successful at retaining them. So what is Germany doing wrong?
Top researchers leave USA for the Netherlands (in Dutch)
https://www.nwo.nl/nieuws/eerste-internationale-wetenschappers-via-het-tulp-fonds-naar-nederland
https://www.nwo.nl/nieuws/eerste-internationale-wetenschappers-via-het-tulp-fonds-naar-nederland
NWO
Eerste internationale wetenschappers via het Tulp Fonds naar Nederland | NWO
Het Tulp Fonds dat in 2025 door OCW en NWO in het leven werd geroepen, biedt internationale toponderzoekers de kans om hun onderzoek in Nederland voort te zetten: enerzijds omdat wereldwijd de academische vrijheid onder druk staat, anderzijds omdat hun kennis…
Mark Zuckerberg's biggest legal nightmare yet could cost Meta $1.4T
https://www.the-independent.com/tech/mark-zuckerberg-meta-fine-trillion-b3010281.html
https://www.the-independent.com/tech/mark-zuckerberg-meta-fine-trillion-b3010281.html
The Independent
Mark Zuckerberg’s biggest legal nightmare yet could cost Meta $1.4 trillion
Meta Platforms said in a court filing on Monday that four states were seeking $1.4 trillion in penalties over accusations that the company designed its Facebook and Instagram platforms to addict young users
Chat Control passed first round in EU Parliament
https://www.heise.de/en/news/Showdown-in-Strasbourg-The-unexpected-return-of-Chat-Control-1-0-11356680.html
https://www.heise.de/en/news/Showdown-in-Strasbourg-The-unexpected-return-of-Chat-Control-1-0-11356680.html
Sites that block AI training crawlers mostly ignore the answer time bots
https://sitedex.dev/insights/robots-txt-2023-war-memorial
https://sitedex.dev/insights/robots-txt-2023-war-memorial
sitedex.dev
Your robots.txt is a 2023 war memorial
We read the robots.txt of the top 10,000 sites. 38% of the GPTBot rules we could date were written in a single quarter of 2023 — right after GPTBot launched and the Times sued. Then every AI company quietly added a second bot, the one that answers questions…
China sentences official to death for taking $325M in bribes
https://www.bbc.com/news/articles/c33y0n1v1xjo
https://www.bbc.com/news/articles/c33y0n1v1xjo
Bbc
China sentences official to death for taking $325m in bribes
The 69-year-old helped companies secure valuable contracts in exchange for money, a court heard.
AI Meets Cryptography 1: What AI Found in Cloudflare's Circl
https://blog.zksecurity.xyz/posts/circl-bugs/
https://blog.zksecurity.xyz/posts/circl-bugs/
ZK/SEC Quarterly
AI meets Cryptography 1: What AI Found in Cloudflare's CIRCL
We pointed our AI audit pipeline at Cloudflare's CIRCL experimental cryptography library and confirmed seven real bugs, from a critical float64 precision loss in threshold RSA to a complete access-control break in attribute-based encryption. All seven are…