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I gave Google Tasks another shot — and remembered why I left

Andy Walker / Android Authority I’m not a calendar person. My day sliced into blue and yellow chunks down to the last minute — even telling me when to eat or take a break — isn’t the kind of rigidity I can live with. That’s far too structured for me. I instead swear by a hotchpotch system of Post-it notes, the good-old paper and pen, and most importantly, my task managing app — TickTick. TickTick is where all my personal and work tasks live, giving me a clear view of what needs to be done, whe

How a big shift in training LLMs led to a capability explosion

In April 2023, a few weeks after the launch of GPT-4, the Internet went wild for two new software projects with the audacious names BabyAGI and AutoGPT. “Over the past week, developers around the world have begun building ‘autonomous agents’ that work with large language models (LLMs) such as OpenAI’s GPT-4 to solve complex problems,” Mark Sullivan wrote for Fast Company. “Autonomous agents can already perform tasks as varied as conducting web research, writing code, and creating to-do lists.”

Backlog.md – Markdown‑native Task Manager and Kanban visualizer for any Git repo

Markdown‑native Task Manager & Kanban visualizer for any Git repository npm i -g backlog.md or bun add -g backlog.md Backlog.md turns any folder with a Git repo into a self‑contained project board powered by plain Markdown files and a zero‑config CLI. Features 📝 Markdown-native tasks -- manage every issue as a plain .md file 🔒 100 % private & offline -- backlog lives entirely inside your repo 📊 Instant terminal Kanban -- backlog board paints a live board in your shell 🌐 Modern web interf

Backlog.md – CLI that auto-generates task files (took my Claude success to 95 %)

Markdown‑native Task Manager & Kanban visualizer for any Git repository npm i -g backlog.md or bun add -g backlog.md Backlog.md turns any folder with a Git repo into a self‑contained project board powered by plain Markdown files and a zero‑config CLI. Features 📝 Markdown-native tasks -- manage every issue as a plain .md file 🔒 100 % private & offline -- backlog lives entirely inside your repo 📊 Instant terminal Kanban -- backlog board paints a live board in your shell 🌐 Modern web interf

Best iPad apps to boost productivity and make your life easier

Apple’s iPads come with built-in productivity tools like Notes, Calendar, and Reminders, but if you’d like to explore new ways to maximize productivity and organize your life, there are many apps out there to help you. Although the iPad started off as a device that could be used to stream content or browse the web on the go, Apple has essentially turned its iPads into computers that can handle a variety of different tasks for personal, work, and school use. As a result, there are numerous apps

Topics: app like notes tasks use

Modelling API rate limits as diophantine inequalities

modelling API rate limits as diophantine inequalities You're allowed 10 requests per hour. Each task you run makes three attempts: initial call, retry after 10 minutes, and retry after 30 minutes. What’s the maximum number of tasks you can safely run per hour? Most engineers throw exponential backoff at the problem. And it works great in most cases! But can we, for the sake of having fun, be more mathematical about this? In a way, this is just an integer feasibility problem. the setup Let’

Topics: 10 30 retry task window

The AI Backlash Keeps Growing Stronger

Before Duolingo wiped its videos from TikTok and Instagram in mid-May, social media engagement was one of the language-learning app’s most recognizable qualities. Its green owl mascot had gone viral multiple times and was well known to younger users—a success story other marketers envied. But, when news got out that Duolingo was making the switch to become an “AI-first” company, planning to replace contractors who work on tasks generative AI could automate, public perception of the brand soured

AI agents win over professionals - but only to do their grunt work, Stanford study finds

Getty Images/Jonathan Kitchen AI agents are one of the buzziest trends in Silicon Valley, with tech companies promising big productivity gains for businesses. But do individual workers actually want to use them? A new study from Stanford University shows the answer may be yes -- as long as they automate mundane tasks and don't encroach too far on human agency. Also: Don't be fooled into thinking AI is coming for your job - here's the truth Titled "Future of Work with AI Agents," the study se

Compiling LLMs into a MegaKernel: A path to low-latency inference

One of the most effective ways to reduce latency in LLM inference is to fuse all computation and communication into a single megakernel — also known as a persistent kernel. In this design, the system launches just one GPU kernel to execute the entire model — from layer-by-layer computation to inter-GPU communication — without interruption. This approach offers several key performance advantages: Eliminates kernel launch overhead, even in multi-GPU settings, by avoiding repeated kernel invocatio

Topics: gpu graph kernel mpk task

Compiling LLMs into a MegaKernel: A Path to Low-Latency Inference

One of the most effective ways to reduce latency in LLM inference is to fuse all computation and communication into a single megakernel — also known as a persistent kernel. In this design, the system launches just one GPU kernel to execute the entire model — from layer-by-layer computation to inter-GPU communication — without interruption. This approach offers several key performance advantages: Eliminates kernel launch overhead, even in multi-GPU settings, by avoiding repeated kernel invocatio

Topics: gpu graph kernel mpk task

Is there a half-life for the success rates of AI agents?

In general, ability to perform a task drops off as its duration increases, so they use the AI agent’s performance on tasks of different lengths to estimate the task-length at which the model would have a 50% success rate. They then showed that this length has been doubling every 7 months as the capabilities of frontier agents improve. The task-lengths are measured by how long it took humans to solve the same tasks. They used 50% success rate as their chief performance threshold because it is th

Topics: 50 rate success task time

Is There a Half-Life for the Success Rates of AI Agents?

In general, ability to perform a task drops off as its duration increases, so they use the AI agent’s performance on tasks of different lengths to estimate the task-length at which the model would have a 50% success rate. They then showed that this length has been doubling every 7 months as the capabilities of frontier agents improve. The task-lengths are measured by how long it took humans to solve the same tasks. They used 50% success rate as their chief performance threshold because it is th

Topics: 50 rate success task time

OnePlus tablets are getting one of Android’s best, and one of its worst, productivity features

Ryan Haines / Android Authority TL;DR The latest OxygenOS 15 update brings Google’s Circle to Search and a new floating taskbar to the OnePlus Open and OnePlus Pad 2. Circle to Search allows users to quickly search anything on their screen by tapping, highlighting, or drawing over it. The floating taskbar, while aiming to balance productivity and screen real estate, lacks a quick toggle to switch styles and on tablets, it requires disabling gesture navigation for the fixed version. OnePlus m

Move over Open Canvas, this could be the best way to multitask on a foldable

TL;DR vivo’s upcoming X Fold 5 features a new multitasking system called “Atomic Workbench” capable of running up to five active apps simultaneously. “Atomic Workbench” enables one dominant app view while keeping others minimized but live, improving upon OnePlus’ Open Canvas approach with a better layout for engaging more apps. The vivo X Fold 5 launches on June 25 in China. OnePlus pioneered the Open Canvas feature with the OnePlus Open foldable, allowing users to open three apps simultaneou

Windows 11 users want these five features back

When Windows 11 was first released, many long-time users felt features they loved had been taken away overnight. Three and a half years later, the same complaints still rise to the top of the Feedback Hub with tens of thousands of votes. Below are the five most wanted Windows 11 features on the Microsoft Feedback Hub. The most wanted requests in Windows 11 "Bring back the ability to move the taskbar to the top and sides of the screen on Windows 11" Right now, the taskbar is glued to the bot

A receipt printer cured my procrastination [ADHD]

Why can I focus for hours on a game but procrastinate when writing an email? For over 20 years, I've tried everything to boost my productivity. I've read dozens of books and tested many methods. Nothing made a real difference. But I finally found a solution by understanding what makes video games addictive. And a thermal receipt printer will become the best investment of my life. My fight against procrastination I started my business when I was 21 (I'm now 39). I built custom apps and did cons

Android 16 will make it easier to find your recent apps with a new taskbar overflow feature

TL;DR An upcoming Android 16 update will add a taskbar overflow button to improve app switching on tablets when many apps have been recently opened. Tapping the overflow button will open a horizontally scrolling carousel that displays previews of your recent apps. This feature is set to launch later this year with either Android 16 QPR1 or QPR2. Back in 2021, Google added a taskbar to Android to improve app switching on tablets. Since then, the company has made several improvements, such as a

Microsoft's Magma AI Can Manipulate and Control Robots

Microsoft just introduced Magma, a new artificial intelligence model designed to help robots see, understand and act more intelligently. Unlike traditional AI models, Magma processes different types of data all at once -- an effort Microsoft is calling a big leap toward "agentic AI," or systems that can plan and execute tasks on a user's behalf. The model, which uses a combination of vision and language processing, is trained on videos, images, robotics data and interface interactions so as to