360SOFTY

Insights

Engineering Insights

Practical writing on software architecture, SaaS products, AI automation, legacy modernisation, and the business of building reliable systems.

RSS

Curated links from external sources — not 360Softy original articles.

ExternalSoftware Engineering
DEV Community

VIDRAFT Releases Aether-7B-5Attn: A Fully Open-Source MoE LLM with Five Heterogeneous Attention Mechanisms

VIDRAFT Releases Aether-7B-5Attn: A Fully Open-Source MoE LLM with Five Heterogeneous Attention Mechanisms TL;DR: Korean AI startup VIDRAFT has released Aether-7B-5Attn, a 6.59B-parameter Mixture-of-Experts foundation model on Hugging Face under Apache-2.0 — shipping not just weights but training data recipes, full training code, hyperparameters, training logs, intermediate checkpoints, and evaluation code. If you care about reproducibility, sovereign AI, or heterogeneous attention research,

opensourcellmmixtureofexpertsheterogeneousattenti
DEV CommunityRead original
ExternalCloud
Google Cloud Blog

Why AI apps fail in production (And how Google solved it)

We are living in the golden age of the weekend AI side project. Thanks to agentic engineering and LLMs, the time to go from a blank IDE to a functional local application has dropped from quarters to hours. You can build your wildest ideas over a cup of coffee. But inside an enterprise ecosystem with rigid infrastructure and millions of users, vibe coding hits an invisible wall. Your local prototype falls apart against corporate networks, cascading errors, or getting blocked by leadership terrifi

AI & Machine LearningDevelopers & Practitioners
Google Cloud BlogRead original
ExternalSoftware Engineering
DEV Community

Your Dataset Loader Is Safe Now. Your Dataset Parser Might Not Be.

Until mid-2024, this line could execute arbitrary Python from a stranger's repository: from datasets import load_dataset ds = load_dataset("hails/mmlu_no_train", "abstract_algebra") If the repo contained a same-named .py file, load_dataset ran it. No flag, no prompt. JFrog documented this at Black Hat in 2024. That is fixed. It has been fixed for a while, and the fix was thorough. What wasn't fixed is the other side of the wire, and last week that side got someone into Hugging Face's production

securitypythonai
DEV CommunityRead original

Work with 360Softy

Building a SaaS product, AI system, or business platform?

Book a free consultation and we will tell you honestly whether we can help.

Book a consultationView our services →