// AI AUTOMATION SYSTEM
Build your first agentic workflow from absolutely zero. My job is to make this as easy to understand as possible for you.
pip install -r requirements.txt// 01
An AI System that figures out How to do it? from What you want?
Predictable. Same input → same output. Traditional automation lives here.
Variability + Judgment. Where AI thrives.
AI Automation Builders — translate non-deterministic problems into deterministic outcomes.
Judgment Calls at Every Step
// 02
// 03
Mission 101: Search safe route manually
Mission 101: Google the direction
// 04 — What's actually happening under the hood?
WAT
Instructions. The Job Description / SOP written in a Markdown file using Headers, Sub Headers, Bold and Important markers.
The Coordinator. Reads the workflow, looks at available tools, decides the sequence. You don't have to figure out the sequencing or the logic — Claude Code does it.
Workers / Actions — Scraping a website, Generating a PDF. Automatically Built, Automatically Updated and Fixed.
The agent then uses these guidelines to figure out how to achieve that end goal.
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"Research company X's pricing and then create a PDF report for me."
// 06
Full Guide — Setup walkthrough
The open source AI code editor.
From the extensions marketplace.
Pro or Max plan required.
Open it inside VS Code.
Into your project folder.
tmp, tools, workflows folders,.gitignore,.env.example, requirements.txt, README.md.
Company, value prop, pricing, target market, differentiators.
logo.png, brand guidelines.png.
Anthropic + FireCrawl (optional: Perplexity AI).
Paste your real API keys.
pip install -r requirements.txt
Review and approve the generated plan.
Unicode encoding, PDF generation — Claude fixes itself.
With charts, executive summary, and competitor profiles.
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With multiple fallback strategies.
Positioning, pricing, marketing, strengths/weaknesses.
Custom logo, colors, and typography.
Self-correction baked in.
To new information and changes.
// 08 — TECH STACK
// 09
Templates · Workflows · Files — All completely free