---
title: "mandely (@mandely) | Hashnode"
description: "mandely (@mandely) writes on Hashnode. Read their latest articles and follow their work."
url: "https://hashnode.com/@mandely"
---

@mandely

# mandely

@mandely · Joined July 2026

## Comments

[yeah i can understand are you on linkedin would love to connect](https://hashnode.com/posts/despia-offline-not-working-local-server-vs-pwa/6a4784025d1d689426ab6913/comment/6a47dc644ad5f82a63e788dc#reply-6a521fc97be171147cce9607)

Reply · Article · Jul 11 · [Despia Offline Not Working: Local Server vs PWA](https://hashnode.com/posts/despia-offline-not-working-local-server-vs-pwa/6a4784025d1d689426ab6913)

[Interesting topic. It's easy to assume a PWA automatically means "offline," but there are a lot of moving parts between local servers, caching, and sync that can trip people up.](https://hashnode.com/posts/despia-offline-not-working-local-server-vs-pwa/6a4784025d1d689426ab6913/comment/6a47dc644ad5f82a63e788dc)

Comment · Article · Jul 3 · 1 · [Despia Offline Not Working: Local Server vs PWA](https://hashnode.com/posts/despia-offline-not-working-local-server-vs-pwa/6a4784025d1d689426ab6913)

[Nice to see a guide that covers both the concepts and the implementation. Understanding Ceph's architecture is one thing; getting a production-like cluster running is where the real learning happens.](https://hashnode.com/posts/ceph-storage-cluster-from-concepts-to-a-working-application/6a465bd4ed0f34e3cac0058c/comment/6a47dbb1c995a2f0f97dd663)

Comment · Article · Jul 3 · [Ceph Storage Cluster — From Concepts to a Working Application](https://hashnode.com/posts/ceph-storage-cluster-from-concepts-to-a-working-application/6a465bd4ed0f34e3cac0058c)

[Interesting perspective. It makes you appreciate how much computer science is hidden behind the abstractions we use without thinking.](https://hashnode.com/posts/the-low-level-mechanics-of-c-dictionary-lookups/6a42b3eccbad160e8a9054b1/comment/6a47db11256b1309cb344bce)

Comment · Article · Jul 3 · 1 · [The Low-Level Mechanics of C# Dictionary Lookups](https://hashnode.com/posts/the-low-level-mechanics-of-c-dictionary-lookups/6a42b3eccbad160e8a9054b1)

[its a bug sometimes](https://hashnode.com/posts/i-got-tired-of-not-understanding-ai-jargon-here-s-what-actually-happens-when-you-hit-enter/6a444a7cb528c5b32e067238/comment/6a4638682734c5f364bf8da8)

Comment · Article · Jul 2 · [I Got Tired of Not Understanding AI Jargon. Here’s What Actually Happens When You Hit Enter.](https://hashnode.com/posts/i-got-tired-of-not-understanding-ai-jargon-here-s-what-actually-happens-when-you-hit-enter/6a444a7cb528c5b32e067238)

[The hesitation around destructive actions feels less like a capability gap and more like a trust calibration problem. That's probably one of the biggest UX challenges for AI agents going forward.](https://hashnode.com/posts/20-emails-20-clicks-gemini-spark-cleaned-my-inbox-and-proved-why-agentic-has-limits/6a419437ba11b22757f450f2/comment/6a46373b946c5a9d44713c1a)

Comment · Article · Jul 2 · [20 Emails, 20 Clicks: Gemini Spark Cleaned My Inbox and Proved Why "Agentic" Has Limits](https://hashnode.com/posts/20-emails-20-clicks-gemini-spark-cleaned-my-inbox-and-proved-why-agentic-has-limits/6a419437ba11b22757f450f2)