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A six-line edit made fifteen units stale. The freshness check was working correctly.
25+ min ago (530+ words) Every unit of this project carries a record of its last verification, and each record pins the configuration it was checked against by hashing it. If the configuration changes, the pin no longer reproduces and the record goes stale, which…...
Generation and Operations Are One Thing
16+ min ago (856+ words) Add a service and you get code, observability and deploy — or the platform drifts from reality. What it takes to keep 'declared' and 'actual' the same thing by construction, and what that costs. Tagged with platform, devops, go, architecture....
Deploy Is a Consequence of the Manifest
17+ min ago (1038+ words) Three pipelines, identical for every service, derived from the file that declares the service - and exactly three decisions left to a human: environment, secrets, tag. Plus the one defect in this area that stays green while being wrong. Tagged with…...
Metrics You Get Without Writing Any
17+ min ago (1448+ words) A machine-written snapshot of one service counts 67 metric records. Six of them came from the service. The rest arrived with the runtime - and the rules for adding a new one are stricter than the rules for writing the code that…...
Where Background Removal APIs Send Your Users' Video
42+ min ago (914+ words) Picking a background removal API is an engineering decision right up until it stops being one. The masks hold on hair and glasses, the latency fits, the integration is a two day job, and then a security reviewer at your…...
MSI XpertStation WS300 Thermals: Why a 1,300W GB300 Doesn't Throttle on a Desk
17+ min ago (1039+ words) The most common question we got about the MSI XpertStation WS300 after our review coalesces around one key theme. The GB300 Grace Blackwell Ultra Superchip is a 1,300W part that normally lives in a liquid-cooled rack, so what happens to thermals when you…...
Primepoint Brings Traceable Construction AI to the Field with New Autodesk Forma Integration
35+ min ago (213+ words) Primepoint's Drawings-based First Pass for RFIs, Submittals, and Constructability Reviews Now Flows Into Forma Projects Field Crews Already Work From AEC office teams spend their days moving between drawings, specs, and systems where work gets tracked, and losing details in…...
Everbridge Introduces Everbridge 360 AI, the Next Evolution of High Velocity Critical Event Management - AOL
14+ hour, 27+ min ago (161+ words) Everbridge recently achieved ISO/IEC 42001 certification, the international standard for artificial intelligence management systems. The certification reflects the company's commitment to AI governance, transparency, risk management, and human oversight as it continues to expand AI capabilities across the Everbridge 360 AI…...
Salesforce Data Cloud: When Source!= Target
30+ min ago (623+ words) The source and target environments look identical. So why does the deployment fail? This was one of the most interesting problems I encountered while working on a Salesforce Data Cloud deployment. The architecture looked correct. The components existed in both…...
Our SSRF guard passed every test we ran — until a stranger's comment pointed out the test we never ran
30+ min ago (300+ words) Then I didn't follow up. The comment sat there for weeks. Going back to it tonight, the gap was worse than I'd worried. Five of our endpoints (redirect-trace, security-scan, security-headers, favicon, scrape) fetch a user-supplied URL. All five guarded against…...