THE HYBRID MANIFESTO

I don't just write code.
I build businesses.

I am a hybrid: an AI Software Engineer, a Data Architect, and a Growth Strategist. I fuse deep technical execution with relentless market psychology to engineer systems that scale.

Amedjkouh Wassim

01 / THE EVOLUTION

I didn't grow up writing code. Coming from a humble background in an environment isolated from computer science, computers were just for gaming. Everything changed when I failed my Baccalaureate. That failure was the catalyst that pushed me into the world of business.

My early years were defined by hyperactivity, lack of focus, and brutal trial-and-error. I worked 8-hour shifts just to make $2, only to watch my hard-earned money vanish into failed advertising campaigns. I tried trading. I tried WordPress development. I made absolutely nothing.

Desperate for a breakthrough, I spent my entire month's salary to join "The Real World" to learn copywriting. I made my first $80 online, but eventually, that faded too. I pivoted to E-commerce in the Algerian market, naively thinking it was just "product + video + Facebook Boost." I failed again.

But failure is just data. Those losses taught me the harsh reality of digital growth: E-commerce isn't a button; it's a complex machine of competitor analysis, creative testing, scaling funnels, pricing psychology, and operational logistics.

I launched my first real startup, an Islamic education platform named Firdaws. It failed. But I refused to stop. When the AI revolution hit, I realized that all those scattered failures had given me a dangerous weapon: a foundational understanding of every aspect of business. I dove headfirst into software engineering and automation.

Today, I am no longer just testing ads. I am engineering solutions. My hybrid skills have led me to co-founding an online travel agency startup, and systemizing the management of a 4-story gym with 8 trainers and over 150 athletes. I build the systems that build the business.

02 / THE ARSENAL

Engineering

  • Next.js & React
  • Python Ecosystem
  • Supabase & Postgres
  • API Architecture
  • System Automation

AI & Data

  • LLM Orchestration
  • Autonomous Agents
  • Advanced Web Scraping
  • Data Pipelines
  • Prompt Engineering

Growth

  • Meta & TikTok Ads
  • Creative Testing Logic
  • Funnel Scaling
  • E-Com Logistics
  • Direct Response Copy

03 / MILESTONES

PRESENT

Hybrid Business Operations

Managing a 4-story gym with 150+ athletes and co-founding an online travel agency (El Dhaif) utilizing software & automation.

2025

The AI & Engineering Pivot

Realized that technical independence was the missing key. Transitioned into software engineering, building scrapers and automation systems.

2024

Firdaws & E-Commerce Reality

Launched and failed the Islamic platform "Firdaws". Learned the brutal, complex reality of scaling e-commerce beyond just a "Boost" button.

2023

The TRW Investment

Spent a full month's salary to learn copywriting. Made my first $80 online, but struggled with consistency and ADHD-driven lack of focus.

2022

The Beginning of the Grind

Failed the Baccalaureate. Worked 8-hour shifts for $2. Lost everything in failed ad campaigns. The foundation of resilience was built here.

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