Atria Dawn Preview: AI Agents That Learn by Verifying Real Work
Wondering whether AI agents can actually do research work instead of just talking about it? A new paper puts a system called Atria Dawn Preview on the table, an…
How to Run OpenCreator for Video Translation and Dubbing
Hunting for a free, open-source video translation tool you can run yourself? OpenCreator translates videos, adds subtitles and dubbing, and flips horizontal cli…
Google's agentic orchestrator doesn't need microservices
Google released an open agentic orchestrator, and the first thing everyone wants to know is how to deploy it. The loudest replies say microservices. The better …
How to Fix a Hotfix in a Git Worktree Without Stashing
Production just caught fire and your working directory is a mess of half-finished edits. Stashing that work is how it ends up dying in a merge conflict three da…
Microservices Usually Mean a Distributed Monolith, Not Scale
So you are weighing microservices for a product your three-person team ships every week. Plenty of teams make that jump and end up with something slower and har…
How to Test for Auth Precedence Flaws in Your API
Most auth bypasses aren't in the main login flow. They hide in fallback paths nobody remembers — endpoints that read a token from the header but will also accep…
How to Use Jev Free on Vercel AI Gateway
Building an agent that has to make a lot of fast calls — which route, which bucket, yes or no? Vercel AI Gateway is running Jev free right now, with both input …
How to Make 30-Second Seedance 2.5 Videos for Free
Looking for a way to get AI video clips longer than a few seconds without paying for them? There is a route through Dola AI that gets you Seedance 2.5 clips of …
Is Facebook down for you too, or just some people?
Turns out it's a partial outage, not a full one — some accounts load fine while others can't get in at all. So if you're locked out, it's not just you, but it's…
Qwen Open-Sources Qwen-Image 2.1
If you run image models on your own machine, there is a new one for the list. Qwen has open-sourced Qwen-Image 2.1, a 7B model that handles both generation and …
How to Claim Free 2TB iCloud Storage on Apple One
Looking for free iCloud storage? Apple One runs a free trial, and the Premium plan is the one to pick if you want the 2TB of iCloud space this is about. There i…
How to Get 3 Months of Spotify Premium Free
Spotify Premium is free for up to 3 months right now, but the offer is not everywhere. It only shows up on the Premium pages for certain regions, and Singapore,…
