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This article argues that advanced AI will create an overwhelming number of "control points" requiring human oversight across all industries, leading to a shortage of skilled human jobs. It proposes that committing to the axiom of "human flourishing" justifies the continued need for human experts to maintain control and steer AI development.
Google's ADK for Kotlin 1.0 is a production-ready framework for building AI agents across Kotlin, Android, and JVM applications. It achieves feature parity with Python ADK, offering idiomatic Kotlin APIs for orchestration, tools, and memory, alongside new Android-specific on-device and hybrid AI capabilities.
Cloudflare replaced a static assumption about origin TLS preferences with per-origin measurement, significantly reducing HelloRetryRequests (HRR) during TLS 1.3 handshakes. This optimization cut HRR from 52% to 3.7% for scanned origins and improved p90 handshake latency by over 150ms.
The author argues that the strong backlash against GDPR is evidence it’s working: it forces consent, reshapes global data‑privacy standards (the “Brussels Effect”), and has spurred legislation worldwide—including in Japan—while the US remains reluctant to regulate its own tech giants.
A speculative proposal for an “UTF‑8000” encoding that extends UTF‑8 to arbitrarily long code units. The post defines a new self‑synchronizing byte format, introduces terminology (first byte, start bits, continuation byte, etc.), and links to a reference implementation installable via pipx. No performance data, real‑world use cases, or rigorous analysis are provided.
The author explains how learning shell scripting unlocked the ability to automate and stitch together tools, emphasizing that proficiency is more about a rich CLI toolbox than syntax. He provides concrete tips, tool suggestions, and examples for writing maintainable scripts.
This post details a year of significant updates to w64devkit, a Windows development kit, including enhanced release security with code signing and immutability, and a multilib x64 toolchain. It also introduces new build tools like CMake, Ninja, and Ccache, alongside a custom C11 threads implementation and improvements to Binutils and GCC.
CodeName One introduces a new com.codename1.security.vault API to simplify secure, cross-device data encryption and access for mobile and web applications. It manages key derivation, wrapping, and synchronization without exposing the data key to the sync server.
The Grounded Action Model (GAM) adds explicit 3D metric grounding to robot foundation models via a shared object‑centric representation, improving robustness to scene changes. Experiments on RoboTwin 2.0, LIBERO‑PRO, and real robots show state‑of‑the‑art success rates, especially under visual shift and long‑horizon tasks.
The author describes evolving syntax highlighting on their Eleventy site, starting from the default PrismJS plugin to a custom server-side hack for line numbers. They then detail integrating MicroLighter, a client-side web component, by leveraging Eleventy's bundler for conditional loading and managing content escaping for optimal performance.
The paper investigates why video diffusion models often break physical laws, pinpointing excessive spatial decay from Rotary Position Embedding (RoPE) as the culprit. By analyzing cross‑attention trajectories and self‑attention patterns, the authors identify specific attention heads that drive motion planning. They propose a lightweight fix: scaling RoPE frequency per denoising step, which empiri…
The authors propose a category‑aware expert‑training loop (RRE) and a multi‑teacher on‑policy distillation (MOPD) to improve software‑engineering agents across heterogeneous task categories. On Pro‑618 and SWE‑bench Multilingual the final student model reaches 58.04% and 59.00% resolution, 5.39 and 2.78 points above the base.
