Tech Blog

Aqara goes all in on smart lighting

After showing off several smart home firsts at CES, Aqara has returned to IFA with a major lineup of smart lighting compatible with both Zigbee and Thread. One of these new devices is the Floor Lamp T1, which trades the look of a typical lamp for an LED-equipped pole attached to a base. The lamp […]

Industry 09-04 2 The Verge (Tech)

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This rugged phone’s removable camera can survive and capture your extreme adventures

RugOne's Xsnap 7 Pro comes with both an IP68 and IP69K rating, meaning the rugged phone can survive intense water blasts and complete submersion for up to 30 minutes. But what really sets the Xsnap 7 Pro apart from everything else on the market is that one of its three rear cameras can be removed […

Industry 09-04 2 The Verge (Tech)

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No more issues

submitted by /u/brendt_gd [link] [留言]

General 09-04 3 Reddit r/php

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How many repeated LLM queries are enough? Testing a pilot-based reliability protocol [R]

I’m the author of a new preprint on repeated-query auditing of LLM brand recommendations, and the founder of Rankfor.AI. The practical question: how many times should we repeat a prompt before comparing results? The paper applies generalizability theory: estimate variance components from a pilot, th

AI & ML 09-04 3 Reddit r/MachineLearning

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Hackers Had a Live Feed of Every ID Verification Company Scanned for over a Year

Article URL: http://www.techdirt.com/2026/09/03/hackers-had-a-live-feed-of-every-id-this-verification-company-scanned-for-over-a-year/ Comments URL: https://news.ycombinator.com/item?id=49561320 Points: 35 # Comments: 7

Industry 09-04 3 Hacker News

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fastdb version just got updated to v1.0.8

FastDB is an (persistent) in-memory key/value store in Go. I made some updates to comments I've got (A big thank you to ShotgunPayDay) Test coverage : 96.54% https://codeberg.org/marcelloh/fastdb A test does the following: - Populate 1,000 items with rdom.Intn(1000000). - Inside for range b.N, exec

AI & ML 09-04 2 Reddit r/golang

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I picked MongoDB on day one. By month eight I needed Postgres.

The decision took about nine minutes. It was the start of a new product — VirtualRx, a business-management app for small retailers in Lagos. Point of sale, inventory, invoices, the lot. I needed a database, I had a schema roughly in my head, and MongoDB let me start writing code that afternoon inst

Database 09-04 3 DEV Community

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Agent task length doubles every seven months. The reliable version is 18 months behind.

METR has been tracking one number since 2019, and it is not a benchmark score. It is a duration: the length of a task, measured in how long a human expert needs, that a frontier agent can finish on its own. The headline result from their NeurIPS 2025 paper is that this duration has been doubling ro

AI & ML 09-04 3 DEV Community

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What Works and What Doesn't in CLAUDE.md

Writing "Write clean code" in CLAUDE.md changes nothing. During the process of building 10 personal apps in three months, I rewrote CLAUDE.md many times. Since it became clear what worked and what didn't, I will outline that distinction. What Doesn't Work Giving instructions with

Open Source 09-04 3 DEV Community

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Stop Building AI Agents. Start Building AI Systems.

There's a phrase I keep seeing everywhere in AI development: "We need an AI agent." Need to analyze documents? Build an agent. Need to automate a workflow? Build an agent. Need to interact with APIs? Build an agent. Need to write code? Build an agent. At some point, I started asking a diff

Database 09-04 3 DEV Community

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I Didn't Touch My Site for a Month. Traffic Was Stable — Then It Suddenly Dropped

I hadn’t really touched one of my AI projects, Vivify Face Swap, for about a month. No major updates, no new campaigns, no big SEO changes. Traffic stayed surprisingly stable the whole time. Then around August 30, it suddenly dropped. That was the interesting part for me. Nothing obvious chan

AI & ML 09-04 3 DEV Community

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I built a jungle survival browser game where you co-op with an AI agent

This is my first post here. I figured I should start somewhere, and a hackathon project is as good a reason as any. The background I have been writing business software for about three years. Dashboards, APIs, data pipelines. It pays the bills but it stopped being fun a while ago. When I

Frontend 09-04 3 DEV Community

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Stop Paying for Vercel: How to Self-Host Your Deployments on a VPS and Keep the Same Workflow

Push-to-deploy, automatic HTTPS, and preview environments on a $24 droplet with Dokploy, plus the four mistakes to skip on the way. For two years, deploying was the easiest part of my week. I pushed to main, closed my laptop, and the site updated itself. I never thought about servers, which was the

Cloud 09-04 3 DEV Community

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Your offline GitHub

Hi all! I’ve been coding professionally for the last 15 years - and more and more with AI next to me. Naturally pushed by the market to produce more and more output, I now find myself hopping daily between 5 to 7 simultaneous AI sessions. I realized that the bottleneck is becoming the code review

Open Source 09-04 3 DEV Community

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1,000+ cards across 23+ decks: what Party Challenges by Inithouse, a free 18+ browser party card game, measures

Party Challenges is a free 18+ browser party card game with 1,000+ cards across 23+ themed decks for friends, couples and solo play. We built it at Inithouse, our product studio, and after several months of running it we started tracking where sessions break down. The short version: most card games

General 09-04 3 DEV Community

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What Actually Happens When You Run `docker run`

What Actually Happens When You Run docker run You type docker run -d --memory 512m myapp:latest and hit Enter. A second later, a container is running. It feels like one action. It is not. Behind that single command, four separate programs hand work down a chain, an image gets pulled apart into la

DevOps 09-04 3 DEV Community

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GPT-6 is released [N]

Benchmark scores (GPT-6 uses a harness for ARC-AGI-3, and is at about 60% without one): https://preview.redd.it/v7nik4nbtfnh1.png?width=1378&format=png&auto=webp&s=a6ec04b5b87e7f2dce748b275d878ab0243f751d https://openai.com/index/gpt-6-astra/ submitted by /u/we_are_mammals [link]

AI & ML 09-04 3 Reddit r/MachineLearning

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Graph Engineering: The End of the Monolithic AI Agent

For the past year, the default approach to building AI automation has been simple but flawed: write a massive prompt, hand it to a single "god-mode" AI agent, drop it into an autonomous loop, and cross your fingers. While this loop engineering works for simple summarizations, it shatters in product

Backend 09-04 3 Dev.to (EN Zone)

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Server-Rendered Login 2026: 4 Rules for Session Creation, Verification, Refresh & Logout

Short answer: model session creation, verification, refresh, and logout as four separately authorized, auditable state transitions; for a property-management portal, require abuse checks before creating or recovering access, keep renewal more constrained than initial login, and distinguish one-devic

Backend 09-04 3 Dev.to (EN Zone)

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D2C Technology Stack: How to Design for Omnichannel Growth

A D2C technology stack is often discussed as a shopping list: commerce platform, OMS, CRM, analytics, payments, search, loyalty, customer support and increasingly AI. That framing is useful when a brand is starting. It becomes dangerous when the brand begins to scale. The reason is simple: custome

AI & ML 09-04 3 Dev.to (EN Zone)

Aqara goes all in on smart lighting

This rugged phone’s removable camera can survive and capture your extreme adventures

No more issues

How many repeated LLM queries are enough? Testing a pilot-based reliability protocol [R]

Hackers Had a Live Feed of Every ID Verification Company Scanned for over a Year

fastdb version just got updated to v1.0.8

I picked MongoDB on day one. By month eight I needed Postgres.

Agent task length doubles every seven months. The reliable version is 18 months behind.

What Works and What Doesn't in CLAUDE.md

Stop Building AI Agents. Start Building AI Systems.

I Didn't Touch My Site for a Month. Traffic Was Stable — Then It Suddenly Dropped

I built a jungle survival browser game where you co-op with an AI agent

Stop Paying for Vercel: How to Self-Host Your Deployments on a VPS and Keep the Same Workflow

Your offline GitHub

1,000+ cards across 23+ decks: what Party Challenges by Inithouse, a free 18+ browser party card game, measures

What Actually Happens When You Run `docker run`

GPT-6 is released [N]

Graph Engineering: The End of the Monolithic AI Agent

Server-Rendered Login 2026: 4 Rules for Session Creation, Verification, Refresh &amp; Logout

D2C Technology Stack: How to Design for Omnichannel Growth

Server-Rendered Login 2026: 4 Rules for Session Creation, Verification, Refresh & Logout