Most software evaluations test the happy path. Document systems need a less cooperative fixture set: phone scans, repeated names, signed revisions, office files, and access rules.
Build a test set of 20 synthetic or non-sensitive files:
In autonomous mobile robotics (AMR) and industrial automation, power lifecycle management is critical. A robot that unexpectedly exhausts its power mid-mission risks operational downtime, physical asset lockups, or safety hazards. Building an Android-based SDK for robot battery, power, and charging management requ...
Hi everyone! I'm excited to join the DEV community.
What I'm doing: I'm learning Java and Spring Boot, and also picking up AI/Machine Learning fundamentals. Instead of keeping notes to myself, I'm posting them here as a series — brief, beginner-friendly notes on each topic as I learn it, so anyone starting from scratch can follow along and learn with me.
No dense definitions, ju...
A few days ago, a new AI model quietly appeared on OpenRouter.
Its name is Ox Alpha.
Nobody officially knows who made it.
It is listed as stealth/ox-alpha, described as a reasoning model built for coding and sustained agentic work, and it comes with some pretty wild specs, including a 1,048,576-token context window and up to 131,072 output tokens. The developer is simply...
Google AI Mode could change how people begin searching for information without fully severing the connection between AI-generated responses and conventional web search. A signal about the product suggests that its answers still draw on Google Search retrieval and ranking systems to identify supporting sources. If that characterization proves representative of the experience, the important shift...
Ox Alpha showed up on OpenRouter on 20 August with no author attached to it. Nobody has confirmed which lab built it — community fingerprinting points at Z.ai's GLM family, unconfirmed. It has a 1M-token context window, it's been scoring well on coding benchmarks, and it's free during its preview window, which is expected to run to roughly 27 August.
I wanted to try it ...