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News
The Unexpected Truth AI Reveals about Coding
19+ min ago (124+ words) Most people glorify AI for its speed. AI spits out code faster than any of us, with just a few magic words. Beep, beep, boop. But coding has never been the bottleneck. In corporate settings, where is most of the…...
From AWS Security Hub to Client-Ready HTML: A Private AI Reporting Pipeline
17+ min ago (1177+ words) Security scope: This walkthrough is for authorised defensive reporting in AWS accounts you own or operate. It uses only synthetic names and example paths. Do not place real customer findings, account identifiers, IP addresses, or internal hostnames into public examples....
Device Preparation Policy for Windows 365 CloudPC in Intune
36+ min ago (1099+ words) What the Automatic mode of a device preparation policy solves for Windows 365 (the benefits) The supported Windows 365 SKUs and the prerequisites The end-to-end flow: create the Entra group → assign apps/scripts → create the device preparation policy → create the provisioning policy…...
Your AI Demo Works. Here's What Can Break in Production
34+ min ago (528+ words) The gap between a working demo and a system people can actually depend on. A demo proves a concept. Production proves everything else. When you build a demo, you're answering one question: can this work at all? You pick clean…...
I Moved Everything to Kubernetes, Then Moved It Back
1+ hour, 45+ min ago (612+ words) One rule kept the migration honest: external domains and ports never change, and the reverse proxy stays the anchor. Move a service in, get it working on k3s, then repoint the proxy rule. The public surface never moved while the backend…...
Stop Returning “Access Denied”
1+ hour, 26+ min ago (540+ words) Security teams spend a lot of time deciding whether a request should be allowed. The person making that request experiences the decision through a much smaller interface: usually a status code and a sentence. This is Part 3 of Security Infrastructure…...
Turning Mermaid ER diagrams into shareable 3D schema tours
1+ hour, 34+ min ago (20+ words) Mermaid erDiagram is great for... Tagged with mermaid, sql, database, opensource....
🚀 Kubernetes: From YAML to Running Pods
1+ hour, 26+ min ago (259+ words) Kubernetes may look complicated at first, but the basic process becomes much easier to understand when we break it into five stages: We start by writing YAML manifests that describe what we want Kubernetes to create. After we submit the…...
Reduce PR review time with AI: what the 45% claim leaves out
2+ hour, 31+ min ago (412+ words) When a team asks how to cut pull request review time with AI, the answer they get is usually a vendor number. Atlassian says Rovo cut PR cycle time by 45% in their dogfooding. That number is real, but it's self-attested:…...
Multi-repo AI review: a context problem, not a volume problem
2+ hour, 58+ min ago (1117+ words) Most buyers asking which AI code review tool fits a large engineering team with multiple repositories are still given a long list of PR scanners. That list answers the wrong question. Review across many repos stops being a volume problem…...