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Laravel Nightwatch
Laravel Nightwatch
Join the Nightwatch waitlist. First-class monitoring for Laravel. Enhance security and performance with deep insights, comprehensive logs, and tailored intelligence.
·nightwatch.laravel.com·
Laravel Nightwatch
Sincerity Wins The War
Sincerity Wins The War
Hello Where’s Your Ed At Subscribers! I’ve started a premium version of this newsletter with a weekly Friday column where I go over the most meaningful news and give my views, which I guess is what you’d expect. Anyway, it’s $7 a month or $70 a year, and helps support the newsletter. I will continue to do my big free column too! Thanks. What wins the war is sincerity. What wins the war is accountability. And we do not have to buy into the inevitability of this movement. Nor do we have to cov
·wheresyoured.at·
Sincerity Wins The War
Coding agents have crossed a chasm
Coding agents have crossed a chasm
Coding agents have crossed a chasm Somewhere in the last few months, something fundamental shifted for me with autonomous AI coding agents. They’ve gone from a “hey this is pretty neat” curiosity to something I genuinely can’t imagine working without.
·blog.singleton.io·
Coding agents have crossed a chasm
The Zero Theorem - Wikipedia
The Zero Theorem - Wikipedia
The Zero Theorem is a 2013 science fiction film directed by Terry Gilliam, starring Christoph Waltz, David Thewlis, Mélanie Thierry and Lucas Hedges. Written by Pat Rushin, the story is about Qohen Leth (Waltz), a reclusive computer genius tasked with solving a formula that will determine whether life holds meaning. The film began production in October 2012.[5]
·en.wikipedia.org·
The Zero Theorem - Wikipedia
Guarda Pesci Piccoli: Un' agenzia, molte idee, poco budget, stagione 1 - Prime Video
Guarda Pesci Piccoli: Un' agenzia, molte idee, poco budget, stagione 1 - Prime Video
Nella piccola sede provinciale 7 della Tree Of Us, l’arrivo di Greta, una nuova manager declassata dopo un burnout, porterà un’ondata di novità e imprevisti in ufficio. Mentre Fabio si sta lasciando alle spalle una storia d’amore e Aurora sembra avere una cotta per un collega, con gli amici Ciro e Fru dovranno affrontare nuove sfide al lavoro.
·primevideo.com·
Guarda Pesci Piccoli: Un' agenzia, molte idee, poco budget, stagione 1 - Prime Video
Large Language Models Often Know When They Are Being Evaluated
Large Language Models Often Know When They Are Being Evaluated
If AI models can detect when they are being evaluated, the effectiveness of evaluations might be compromised. For example, models could have systematically different behavior during evaluations, leading to less reliable benchmarks for deployment and governance decisions. We investigate whether frontier language models can accurately classify transcripts based on whether they originate from evaluations or real-world deployment, a capability we call evaluation awareness. To achieve this, we construct a diverse benchmark of 1,000 prompts and transcripts from 61 distinct datasets. These span public benchmarks (e.g., MMLU, SWEBench), real-world deployment interactions, and agent trajectories from scaffolding frameworks (e.g., web-browsing agents). Frontier models clearly demonstrate above-random evaluation awareness (Gemini-2.5-Pro reaches an AUC of $0.83$), but do not yet surpass our simple human baseline (AUC of $0.92$). Furthermore, both AI models and humans are better at identifying evaluations in agentic settings compared to chat settings. Additionally, we test whether models can identify the purpose of the evaluation. Under multiple-choice and open-ended questioning, AI models far outperform random chance in identifying what an evaluation is testing for. Our results indicate that frontier models already exhibit a substantial, though not yet superhuman, level of evaluation-awareness. We recommend tracking this capability in future models.
·arxiv.org·
Large Language Models Often Know When They Are Being Evaluated
The Emperor's New LLM: Why AI Yes Men Are Dangerous
The Emperor's New LLM: Why AI Yes Men Are Dangerous
AI systems that blindly agree with users create dangerous blind spots. Explore why critical thinking matters more than compliant responses in LLMs.
·dayafter.substack.com·
The Emperor's New LLM: Why AI Yes Men Are Dangerous