Anduril now says its BlueChip laptop will meet Buy American standards at launch

On Tuesday, defense contractor Anduril and chipmaker Qualcomm announced a partnership to build laptops entirely in the United States, starting with a single model in 2027. They also announced a “long-term goal” of pushing the computer industry to create “a fully domestic supply chain.” Even a single Made-in-USA laptop would be a surprise, because no … Read more

A hacker stole more than 40,000 DHS employee records

A hacker stole a trove of personal information from the Department of Homeland Security (DHS). The breach exposes the names, job titles, phone numbers, email addresses, and office locations of more than 41,000 employees, including those in US Immigration and Customs Enforcement (ICE) and Customs and Border Protection (CBP), according to TechCrunch and Wired. The … Read more

I Built an AI Model That Outperformed AWS and Google on Image Moderation

I started working on Blue-Eye because I was curious about something: how difficult would it actually be to build an image moderation model that could compete with the commercial APIs everyone uses? If you’re building anything that allows user-uploaded images, content moderation eventually becomes a problem you have to deal with. The straightforward approach is … Read more

Modernizing Cloud Admission Control: Off the Global Read Path

Key Takeaways Admission control sits on the critical path of every resource creation, so any synchronous global dependency on its read path quietly becomes a fleet-wide failure domain. One should distinguish between policy choices that can evolve gradually and those that quickly alter consumer statistics. An impeccable system should compute overcommitment indices, predict demand, and … Read more

Why ROUGE Lies About Your LLM Outlines and How Grounded Fine-Tuning Fixes It

Key Takeaways The outline should be handled as structured model output: a title paired with paragraph IDs, rather than as text. That small shift makes it machine-checkable for grounding. The hybrid labeling should be compared to an extractive-only and to a generative-only labeling on the same held-out data set when possible; the current version of … Read more

OData at Scale: When to Use CDS Views, RAP, or API Business Hub in Hybrid SAP

Key Takeaways ●  CDS (Custom Transactional Services) views for OData exposure, custom RAP-based services, and SAP API Business Hub published APIs present solutions to different problems that, in a mature environment, should be used together rather than one being the default. ●   By transaction complexity, we mean RAP for anything beyond CRUD; by consumer … Read more