@Nikobar

Introduction Email, the ubiquitous communication tool, was not originally designed with modern privacy concerns in mind. Its underlying architecture contains limitations that could expose sensitive information to potential exploitation. This technical guide will examine the core issues threatening email privacy.

Spec-driven local agent loop: Codex implements, Claude Code reviews, and retries until all acceptance criteria are met.

Browser System With Zero HTML/CSS/JS. Contribute to nz366/zero_browser development by creating an account on GitHub.

Lotteries and tickets are often used as a didactical analogy to explain the success of overparameterized neural networks: “larger networks succeed because they more likely contain a well-initialized subnetwork that can learn the task in isolation, much like buying more tickets increases the chances of winning a lottery.” This explanation is intuitive but misleading: it suggests that subnetworks can be treated in isolation from the rest of the network. Following this reasoning leads to interpreting learning in wide networks as a multi-start optimization process, where gradient descent simply conducts a parallel search over subnetworks. We argue that this view is flawed since, among other reasons, winning tickets can be made to fail by perturbing the rest of the network. We put forward a more accurate intuitive picture for the success of overparameterization based on the geometry of loss landscapes: increasing width expands the set of available dimensions for optimization, making it easier to escape bad local minima. Moreover, as width grows, bad minima become increasingly rare relative to good minima. As the field grows mature, it is important to refine the analogies we use to explain foundational phenomena, such as the apparent redundancy of large networks, reconciling practitioners' intuitions with modern theoretical insights.

Emacs features have a discoverability problem, and we’re chipping away at it one demo at a time. The years since I wrote the last one of these have yielded more surprising and useful finds, so it’s time again for a “batteries included” report. Note This is the third in a series of articles highlighting useful but lesser-known features included in Emacs. Parts 1 & 2: Batteries included with Emacs More batteries included with emacs “Lesser-known” is a subjective judgment.

Hundreds of people a year are hospitalised seeing little people after a meal of a prized Yunnan bolete. Its genome has now been read in full, and whatever causes the visions is nothing science recognises.

Every task has an owner, every handoff has evidence, and the team measurably stops repeating its own mistakes. Local-first, git-native, MIT.

Digital newsstand featuring 7000+ of the world’s most popular newspapers & magazines. Enjoy unlimited reading on up to 5 devices with 7-day free trial.

Here's Half-Life with #ReactOS - see the hardware it runs on!! Courtesy of Zombiedeth.

Surface temperatures in Coober Pedy regularly hit 45 °C. So more than half its residents live in cool, climate-stable houses — and even a church and a hotel — carved straight into the sandstone hills.

Llama.cpp (LLaMA C++) allows you to run efficient Large Language Model Inference in pure C/C++. Download llama.cpp for Windows, Linux and Mac.

Dick Hardt