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Building the First Version of SiteGen AI – Turning an Idea into Reality

Building the First Version of SiteGen AI – Turning an Idea into Reality In my previous article, I shared how the idea for SiteGen AI was born. In this article, I want to talk about how I built the first working version of the p…

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Building the First Version of SiteGen AI – Turning an Idea into Reality



In my previous article, I shared how the idea for SiteGen AI was born.



In this article, I want to talk about how I built the first working version of the project.



Spoiler alert...



It wasn't perfect.



But it worked.



And that's where every great project starts.









The Goal



The first version had only one objective.



A user types something like:




Build a modern portfolio website for an MCA student.




The application should automatically generate:




  • HTML

  • CSS

  • JavaScript



and display the result instantly.



Sounds simple.



It wasn't.









Choosing the Tech Stack



Since I'm comfortable with Python, I decided to use FastAPI for the backend.



My initial stack looked like this.






Backend




  • Python

  • FastAPI






Frontend




  • HTML

  • CSS

  • JavaScript






AI




  • Google Gemini API (initially)






Database




  • SQLite



I intentionally kept the first version simple.



The goal wasn't to build the perfect architecture.



The goal was to make something work.









How It Worked



The first workflow looked like this.




User Prompt

↓

FastAPI Backend

↓

Gemini API

↓

Generated HTML

↓

Browser Preview






The user entered a prompt.



The backend sent it to the AI.



The AI generated the website.



The browser rendered it immediately.



When I saw my application generate its first webpage, it felt amazing.









The First Success



One of the first prompts I tested was:




Build a portfolio website for a software developer.




Within seconds, the application generated:



HTML



CSS



JavaScript



It wasn't beautiful.



It wasn't production ready.



But it proved that the idea worked.









The Problems Started



As I continued testing, I noticed several issues.



Sometimes the generated websites looked almost identical.



Sometimes the AI ignored parts of the prompt.



Sometimes the design was too generic.



The more prompts I tested...



the more problems I discovered.



At first I thought the AI was the problem.



Later I realized the real problem was my architecture.









What I Learned



One of my biggest lessons was this:



Good AI output depends on good prompts and good system design.



Simply sending:




Build a business website




isn't enough.



The AI needs context.



It needs structure.



It needs clear instructions.



That realization completely changed how I thought about AI development.









Looking Ahead



The first version of SiteGen AI was only the beginning.



It could generate simple websites.



But my vision became much bigger.



I didn't want to build another HTML generator.



I wanted to build an AI Software Engineer.



A system capable of generating complete applications, not just webpages.



That vision became SiteGen AI v2.



I'll talk more about that in the next article.









Final Thoughts



Looking back, the first version wasn't impressive from a technical standpoint.



But it taught me one of the most important lessons in software engineering:



Start simple. Learn. Improve. Repeat.



Every feature I add today is built on top of that first working prototype.



If you're building your own AI project, don't wait until it's perfect.



Build the first version.



You'll learn far more from a working prototype than from endless planning.



Thanks for reading!



If you're also building AI applications, I'd love to hear about your journey in the comments.



Happy Coding!

1. Sofort-Triage & Abwehrmaßnahmen

SOC Incident Playbook: Vulnerability Remediation & Verification
Syntax validiert (0 Fehler)
title: Detect Exploitation - Building the First Version of SiteGen AI – Turning an Idea into Reality
id: b2a2c141-6156-4638-8e22-ca4736674a46
status: experimental
description: Automatisch generierte SIEM-Erkennungsregel basierend auf CTI Intelligence
references:
  - https://tsecurity.de/
author: iShareStuff CTI Automated Detection Engine
date: 2026-09-27
logsource:
  category: network_connection
  product: any
detection:
  selection:
      CommandLine|contains:
        - 'exploit'
  condition: selection
falsepositives:
  - Legitime administrative Zugriffe oder Penetrationstests
level: high
tags:
  - attack.initial_access
Syntax validiert (0 Fehler)
rule CTI_Threat_Indicator {
    meta:
        author = "iShareStuff CTI Automated Detection Engine"
        date = "2026-09-27"
        description = "YARA Signature for "
    strings:
        $str = "Building the First Version of " ascii wide
    condition:
        any of them
}
Syntax validiert (0 Fehler)
index=security sourcetype IN ("cisco:asa", "pan:traffic", "zeek_conn", "suricata", "WinEventLog:Security")
("Building the First Version of SiteGen AI")
| stats count earliest(_time) as first_seen latest(_time) as last_seen by src_ip, dest_ip, dest_host, signature
| eval first_seen=strftime(first_seen, "%Y-%m-%d %H:%M:%S"), last_seen=strftime(last_seen, "%Y-%m-%d %H:%M:%S")
| sort - count
Syntax validiert (0 Fehler)
message: "*Building the First Version of SiteGen AI*"
Syntax validiert (0 Fehler)
CommonSecurityLog
| where Message has "Building the First Version of SiteGen AI"
| summarize EventCount = count(), FirstSeen = min(TimeGenerated), LastSeen = max(TimeGenerated) by SourceIP, DestinationIP, DestinationPort, Activity
| extend DetectionRule = "iShareStuff-CTI-Compiled"
| sort by EventCount desc

2. Cyber Threat Intelligence & Forensik

CTI Threat Relationship Graph4 Knoten / 3 Relationen
CVE / Incident Software MITRE ATT&CK CWE Weakness IoC
🎯
MITRE ATT&CK Matrix Navigator 14 Taktiken
Reconnaissance
-
Resource Development
-
Initial Access
Execution
Persistence
-
Privilege Escalation
Defense Evasion
Credential Access
-
Discovery
-
Lateral Movement
-
Collection
-
Command and Control
Exfiltration
-
Impact
tsecurity.de Cognitive Threat RAG
Fokus-Vektor:

Analyse für identifizierte Bedrohung auf Basis von Live-CTI (ENISA EUVD): CVSS 0.0 · EPSS 0.0% · CISA KEV: nein. Handlungsableitung aus den verlinkten Hersteller-Quellen.

🛡️ Angriffsfläche & Exposure

Netzwerk/Remote-Zugriff ohne Vorauthentifizierung möglich.

⚡ Empfohlene Sofortmaßnahmen
  • 1. Perimeter-Inspektion: Relevante Portfreigaben und exponierte Endpunkte unverzüglich scannen.
  • 2. Patch-Applikation: Hersteller-Hotfix einspielen oder betroffene Daemons in isolierte DMZ-Segmente überführen.
  • 3. Telemetrie & EDR-Alerts: Prozessaufrufe und Child-Processes auf anomale Shell-Spawns überwachen.
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