--- title: "Ahammad kabeer (@KabeerHadi) | Hashnode" description: "I translate ideas into 0s and 1s. Read the latest articles by Ahammad kabeer on Hashnode." url: "https://hashnode.com/@KabeerHadi" --- @KabeerHadi # Ahammad kabeer @KabeerHadi · Kozhikode, Kerala, India · Joined December 2023 I translate ideas into 0s and 1s [Website](https://mirrorfolio.com/) ### [The Ralph Loop: An Engineering-Grade Pattern for Reliable AI-Assisted Software Development](https://blog.mirrorfolio.com/the-ralph-loop-an-engineering-grade-pattern-for-reliable-ai-assisted-software-development?utm_source=hashnode&utm_medium=feed) Designing a Stateless Execution Loop to Eliminate Context Decay in AI Coding Systems 7 min read · [blog.mirrorfolio.com](https://blog.mirrorfolio.com/the-ralph-loop-an-engineering-grade-pattern-for-reliable-ai-assisted-software-development?utm_source=hashnode&utm_medium=feed) [Jan 18](https://hashnode.com/posts/the-ralph-loop-an-engineering-grade-pattern-for-reliable-ai-assisted-software-development/696cd76834b6adb6f7624341) ### [500 Milliseconds to Midnight: A Builder's Post-Mortem of the XZ Backdoor](https://blog.mirrorfolio.com/500-milliseconds-to-midnight-a-builders-post-mortem-of-the-xz-backdoor?utm_source=hashnode&utm_medium=feed) One of the most sophisticated supply chain attacks in history was discovered because of a 500-millisecond delay. A half-second lag in an SSH login—a fractional anomaly noticed by a single, curious developer—was the only thing that stood between the s... 10 min read · [blog.mirrorfolio.com](https://blog.mirrorfolio.com/500-milliseconds-to-midnight-a-builders-post-mortem-of-the-xz-backdoor?utm_source=hashnode&utm_medium=feed) [Dec 12, 2025](https://hashnode.com/posts/500-milliseconds-to-midnight-a-builders-post-mortem-of-the-xz-backdoor/693b711b652b00d03eef1a14) ### [Shai-Hulud Worm Attack: How the npm Ecosystem Got Hit and What Builders Should Do](https://blog.mirrorfolio.com/shai-hulud-worm-attack-how-the-npm-ecosystem-got-hit-and-what-builders-should-do?utm_source=hashnode&utm_medium=feed) 1\. Setting the Stage: A New Breed of Supply Chain Attack The Shai-Hulud campaign represents a critical evolution in supply chain threats, moving beyond isolated package compromise to a self-propagating contagion targeting the core of modern developme... 12 min read · [blog.mirrorfolio.com](https://blog.mirrorfolio.com/shai-hulud-worm-attack-how-the-npm-ecosystem-got-hit-and-what-builders-should-do?utm_source=hashnode&utm_medium=feed) [Dec 10, 2025](https://hashnode.com/posts/shai-hulud-worm-attack-how-the-npm-ecosystem-got-hit-and-what-builders-should-do/6938de44724bbc226c799634) ### [The Future is Here: How Edge AI-Enabled IoT is Revolutionizing Healthcare Monitoring](https://blog.mirrorfolio.com/the-future-is-here-how-edge-ai-enabled-iot-is-revolutionizing-healthcare-monitoring?utm_source=hashnode&utm_medium=feed) Edge AI in IoT enhances healthcare with predictive monitoring, improved privacy, cost reduction, and seamless system integration 5 min read · [blog.mirrorfolio.com](https://blog.mirrorfolio.com/the-future-is-here-how-edge-ai-enabled-iot-is-revolutionizing-healthcare-monitoring?utm_source=hashnode&utm_medium=feed) [Aug 30, 2025](https://hashnode.com/posts/the-future-is-here-how-edge-ai-enabled-iot-is-revolutionizing-healthcare-monitoring/68b277bcb6987bef40347944) ### [AI Companions vs. XR Glasses: The Real Battle for the Future Beyond Smartphones](https://blog.mirrorfolio.com/why-ai-companions-not-xr-glasses-are-the-true-next-step-beyond-the-smartphone?utm_source=hashnode&utm_medium=feed) AI companions are poised to bridge the gap to a post-smartphone era, surpassing XR glasses in practicality for seamless daily integration 6 min read · [blog.mirrorfolio.com](https://blog.mirrorfolio.com/why-ai-companions-not-xr-glasses-are-the-true-next-step-beyond-the-smartphone?utm_source=hashnode&utm_medium=feed) [May 26, 2025](https://hashnode.com/posts/why-ai-companions-not-xr-glasses-are-the-true-next-step-beyond-the-smartphone/68346e354d501e7c6d3f4356)