Wildlife Surveillance System · Case Study

Traditional Dev vs AI-Assisted Dev

How building a production software system — from blank canvas to shipped product — has fundamentally changed with AI code generation tools like Claude and Codex.

8–12 mo
Traditional Timeline
Architect → Design → Build → Test
Days
AI-Assisted Timeline
Prompt → Generate → Review
12–15
Team Size (Traditional)
Architects, Devs, QA, Leads
3–5
Team Size (AI)
Prompt engineers + reviewers
🏛 Traditional Software Development
Human team · Manual code · Sequential process
Pre-AI Era
Architect
Sr. Engineer
Dev · Edge
Dev · Cloud
Dev · App
QA Engineer
Development Timeline
System Design
6–8 wk
Edge Module
10–14 wk
Cloud Module
8–12 wk
App / Web
8–10 wk
Integration
4–6 wk
QA & Testing
6–8 wk
📁 Project Filesystem · Built by team 0 files
▷ Run simulation to watch team build files one by one…
🤖 AI-Assisted Development
Claude · Codex · MAS Agents · Zero manual code
AI Era
Developer Prompt → Claude
Claude Prompt
⚡ Entire project generated in —
📁 Project Filesystem · Generated by AI 0 files
▷ Run simulation to see Claude generate entire project instantly…
simulation.log · wildlife-surveillance-system
[SYSTEM] Simulation ready. Select mode above, then press "Run Traditional" (left) or "Run AI Generation" (right) — or both together to compare.