News, articles
& lab projects

Q-Stream Alpha, an IBC Accelerator project focused on secure and verifiable video streaming, extends signed camera video delivery over the public internet using SRT and Media over QUIC (MoQ). This article covers the implementation of SRT egress, a MoQ browser player, and two C2PA verification modes for checking video authenticity, integrity, and provenance before playback, including support for adaptive bitrate (ABR) streaming.

Manual Active Directory test user resets can slow down development and introduce inconsistent test environments. Discover how a PowerShell automation reduced a repetitive 10-minute task to a few seconds, along with the practical lessons learned from dealing with real-world Active Directory behavior.

Kubernetes isn't the only path to modern microservice deployments. In this article, we explore how we built a cost-effective architecture with Kamal 2, private DNS service discovery, Blue-Green deployments, and automated CI/CD, achieving low latency, zero downtime releases, and operational simplicity without the overhead of a managed Kubernetes cluster.

Deploying sandboxed AI coding agents on Kubernetes sounds simple until you hit nested Docker, GPU passthrough, storage semantics, and kernel-level networking quirks. This field report covers our journey running HelixML on Talos Kubernetes with fully self-hosted multi-agent workflows inside our own infrastructure.

Talos Linux and OpenEBS Mayastor are a potent combination for Kubernetes storage, if you know how to configure them. Here is the no-nonsense production journey to getting NVMe-oF running flawlessly on an immutable OS.