🌍 Dev.to

I Edited the Task Mid-Flight. The Agent Stopped Instead of Guessing.

I spent a while getting permission levels right. What an agent may read, what it may write, what needs a human. That work was worth doing, and it did not save me here. The gap is simple to state and easy to miss: permission levels answer what may this agent do . They say nothing about what happens when the task itself changes after the agent already has permission . The situation When work is handed to an agent, the handoff carries a task definition, a scope, and the conditi...
🌍 Dev.to

Why I Built xAgent

I started building xAgent in April 2025. The original idea was straightforward: build a task-oriented Agent that could run work on its own and turn AI into real automation. Looking back, that sentence sounds simple. Most of what I have done over the past year has been filling in everything hidden inside the words “run work on its own.” The first version used a single Agent. I quickly ran into a problem: once the prompt focused its attention on one kind of work, the Agent could do that work...
🌍 Dev.to

The Railway Test

In August 2026, Congo's Council of Ministers approved a collaboration convention worth about $1.26 billion to rehabilitate the Dilolo–Sakania line: roughly a thousand kilometres of track running from the Angolan border, across the Congolese copper belt, to the Zambian border. It is good news. Copper and cobalt from Katanga have spent decades travelling thousands of kilometres by road to ports in South Africa, Tanzania and Mozambique. Trucking is slow, expensive, and exposed to every border qu...
🌍 Lobsters

Why BQN Wins

All BQN solutions outperformed everything else in this perf wars video, this file explains the optimizations BQN has which led it there. Comments
HackerNews

Repair Cafe – Fix Your Broken Items

Article URL: https://www.repaircafe.org/ Comments URL: https://news.ycombinator.com/item?id=49339097 Points: 44 # Comments: 9
HackerNews

The Benchmarkpocalypse

Article URL: https://danluu.com/benchpocalypse/ Comments URL: https://news.ycombinator.com/item?id=49340299 Points: 5 # Comments: 0
LLMs Can't Jump and They Shouldn't Have To
🌍 HackerNoon

LLMs Can't Jump and They Shouldn't Have To

If LLMs struggle with scientific abduction, the better model may be AI for synthesis and verification, with humans making the creative leap.
🌍 TheVerge

ABC’s livestreamed news show is powered by trending topics

ABC News has officially introduced Searched, a livestreamed show that highlights stories people are discussing on social media and searching on the web, as reported earlier by Variety. Though the network just announced the show now, Searched began airing on the ABC News Live streaming channel in April, which appears on both Disney Plus and […]
🌍 TheVerge

Reddit’s AI is turning posts into podcasts and short videos

Reddit is trying out a new way for people to take in content on Reddit: by turning text posts into audio / video content. As part of an experiment, some posts are being adapted into videos that use AI voices to read the text of the main post and some comments. The video highlights the […]
🌍 Dev.to

How to Debug Android Chrome Browser Logs from a Windows Laptop

Testing a website on a real Android device is often necessary when an issue cannot be reproduced in desktop Chrome or device emulation. Chrome's remote debugging support lets you connect an Android phone to a Windows laptop and inspect the mobile Chrome tab using desktop Chrome DevTools. You can view: JavaScript console logs and errors Network requests and API responses Request and response headers HTML and CSS Cookies and browser storage JavaScript sources and breakpoints This guide s...
🌍 Dev.to

AI Agents Don’t Need More Context. They Need Memory.

We keep making AI models better at reasoning. We give them larger context windows. We connect them to tools. We let them search files, browse repositories, call APIs, execute code, and operate increasingly complex workflows. And yet one problem keeps showing up: the agent forgets. Not necessarily because the model is bad. Because most agent systems still treat memory as an afterthought. I’ve been thinking about this problem for a while, and it eventually led me to start...
🌍 Dev.to

How to build a Polymarket trading bot (50ms delay edition)

Polymarket just cut the taker delay from 250ms to 50ms Here’s how to build a bot that actually works under the newest rules On August 17, 2026 at 11:00 AM UTC, Polymarket reduced the taker delay on crypto markets from 250ms to 50ms. Official announcement from @PolymarketDevs. This is the latest in a series of changes: February 18, 2026: the original 500ms taker delay was quietly removed. Mid-2026: a 250ms delay was in effect (with order-locking rules added in June to stop canc...