Inside the Mind of the 40x Engineer: How I Use Antigravity to Multiply My Output

TL;DR: I use Antigravity as my powerful tool, but the principles of how I use it apply to everyone. People ask me for my secret configuration, but the truth is, I keep it default. The "secret" isn't in the settings; it's in the Workflow Architecture/ Systemic Design Mindset. Here are the 5 protocols I use daily to turn AI from a chatbot into a workforce.

James here, CEO of Mercury Technology Solutions.

I recently heavy use on AntiGravity an agentic tool that allows engineers to code, refactor, and manage files. It has become a daily driver for thousands of developers.  To me, I am running 26 projects and 8 products running in parallel.

Naturally, users ask me: "James, how do you configure it? What are your secret hacks?"

My answer surprises them: "I don't. I use it out of the box."

The leverage doesn't come from tweaking the tool's config. It comes from how you orchestrate the interaction.

You don't need to be a coder to apply these principles. Whether you are writing marketing copy, analyzing data, or building software, these 5 protocols will instantly upgrade your AI workflow.

1. The "Parallel Processing" Protocol

Most people: One prompt. Wait. One Answer.

My Workflow: I run 10+ AI sessions simultaneously.

Think of it like being a Chef in a busy kitchen. You don't chop an onion, wait for it to cook, and then wash a plate.

  • Session A (Terminal): Is refactoring a backend API.
  • Session B (Browser): Is drafting the release notes for that API.
  • Session C (Terminal): Is running tests on a different module.

I am not doing the work; I am Conducting the work. Stop treating AI like a text message buddy and start treating it like a team of interns. Assign tasks in parallel and rotate your attention to unblock them.

2. The "Context File" 

The Concept: Don't repeat yourself.

The Execution: In every project root, I maintains few files including ARCHITECTURE.md API.md DATABASE.md RULES.md and a README.md

These files contains our "Laws of Physics":

  • Coding Style (e.g., "Use TypeScript, no 'any' types").
  • Architecture Rules (e.g., "Business logic goes in /services").
  • Forbidden Patterns.

Every time the app starts, it reads this file first.

For Non-Coders: Create a "Brand Voice" document.

"Tone: Professional but approachable. Audience: C-Suite. Language: Traditional Chinese (Taiwan). Constraint: No fluff, bullet points only."

Paste this at the start of every session. It aligns the AI instantly, like handing an employee handbook to a new hire on Day 1.

3. The "Plan-Then-Act" Pattern

The Mistake: Asking AI to "Fix the website header."

The Result: It breaks the footer while fixing the header.

My Protocol: I force a Planning Phase.

"Don't write any code yet. Analyze the files, and tell me your step-by-step plan to fix this. Wait for my approval."

This is the difference between a rookie contractor who starts drilling holes in your wall and a Master Architect who shows you the blueprint first.

  • It lets you catch logic errors before they cost money (or time).
  • It forces the AI to "think" before it "types."

4. The "Self-Verification" Loop

The Insight: AI is terrible at being right, but surprisingly good at checking if it's wrong.

I never just ask for output. I ask for Output + Verification.

"Write the function. Then, write a test case to prove it works. Then run the test."

For Non-Coders:

"Write the marketing email. Then, act as a cynical customer and critique it. Point out any logic gaps or weak hooks. Then rewrite it based on that critique."

This forces a second pass of "Cognitive Refinement" within the model itself.

5. The "Template Library" (Shortcuts)

If I type a prompt more than three times, it becomes a template.

I don't type "Please analyze this code for security vulnerabilities and performance issues" every time.

I map it to a shortcut like /gen-doc.

Your Action:

Create a note file with your "Golden Prompts":

  • [Meeting_Summary_Protocol]: "Extract action items, owners, and deadlines. Format as a table."
  • [Tone_Check]: "Rewrite this to sound more empathetic but firm."

Conclusion: There is No "Standard Way"

I don't dictate how you use it.

Some of my team members use one window; I use ten. Some micro-manage every step; others let it run wild.

The tool is a Swiss Army Knife.

  • You can use it to open a bottle of wine (simple task).
  • You can use it to disassemble a radio (complex task).

The only wrong way to use it is to treat it like a search engine. It is not a search engine. It is an Engine for Action.

Start with these 5 protocols, and find your own rhythm.

Mercury Technology Solutions: Accelerate Digitality.

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Inside the Mind of the 40x Engineer: How I Use Antigravity to Multiply My Output
James Huang 2026年1月5日
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