---
title: "Osama Mohammed (@melegy990) | Hashnode"
description: "Osama Mohammed (@melegy990) writes on Hashnode. Read their latest articles and follow their work."
url: "https://hashnode.com/@melegy990"
---

@melegy990

# Osama Mohammed

@melegy990 · Riyadh, Saudi Arabia · Joined November 2026

### [Where should your LLM live?](https://osamaelmelegy.hashnode.dev/where-should-your-llm-live?utm_source=hashnode&utm_medium=feed)

Public API, in-Kingdom cloud or your own data center: how I help Saudi entities choose where their language model runs.

2 min read · [osamaelmelegy.hashnode.dev](https://osamaelmelegy.hashnode.dev/where-should-your-llm-live?utm_source=hashnode&utm_medium=feed)

[9h ago](https://hashnode.com/posts/where-should-your-llm-live/6af45eb95c616cf4dfe9440c)

### [Map the process before you automate it](https://osamaelmelegy.hashnode.dev/map-the-process-before-you-automate-it?utm_source=hashnode&utm_medium=feed)

Process mining shows how work really flows, and it is often the best first step before any AI investment in government or enterprise.

2 min read · [osamaelmelegy.hashnode.dev](https://osamaelmelegy.hashnode.dev/map-the-process-before-you-automate-it?utm_source=hashnode&utm_medium=feed)

[9h ago](https://hashnode.com/posts/map-the-process-before-you-automate-it/6af45e9d25d9ec428604bf32)

### [Five questions I ask before any AI proof of concept](https://osamaelmelegy.hashnode.dev/five-questions-i-ask-before-any-ai-proof-of-concept?utm_source=hashnode&utm_medium=feed)

The five questions I run every AI idea through before it becomes a proof of concept. A simple filter for government and enterprise teams.

2 min read · [osamaelmelegy.hashnode.dev](https://osamaelmelegy.hashnode.dev/five-questions-i-ask-before-any-ai-proof-of-concept?utm_source=hashnode&utm_medium=feed)

[9h ago](https://hashnode.com/posts/five-questions-i-ask-before-any-ai-proof-of-concept/6af45e745a6adfe548d3e1d4)

### [Why most AI pilots never reach production](https://osamaelmelegy.hashnode.dev/why-most-ai-pilots-never-reach-production?utm_source=hashnode&utm_medium=feed)

Why enterprise AI pilots stall before production, and the five fixes I use with government and enterprise teams in Saudi Arabia.

3 min read · [osamaelmelegy.hashnode.dev](https://osamaelmelegy.hashnode.dev/why-most-ai-pilots-never-reach-production?utm_source=hashnode&utm_medium=feed)

[11h ago](https://hashnode.com/posts/why-most-ai-pilots-never-reach-production/6af44f07ae315a16e00211d5)