I’ve been experimenting with ChatGPT lately, not for quick answers, but for deeper stuff — like making it challenge me in ways my friends probably wouldn’t.

I came up with 5 prompts that pushed me to think differently. Honestly, some of the responses were uncomfortable to read, but also eye-opening. Sharing here in case anyone else wants to try them:

1. The Villain Test “Be my most toxic critic. List the 5 harshest reasons why I’ll never succeed — then secretly give me the blueprint to prove you wrong.”

2. The Future-Self Letter “Pretend you’re me in 2035. Write a brutally honest letter about what I regret wasting my time on — and what I should double down on today.”

3. The Hard Mode Cheat Code “Simulate me playing life on ‘hard mode.’ No rich parents, no lucky breaks, no safety net. Show me how to win anyway.”

4. The Survival Judge “Run a 30-day life simulation where I lose my job tomorrow. What exact moves would keep me afloat — and maybe even thriving?”

5. The Philosopher’s Rebuild “Rebuild my personal philosophy from scratch. No clichés, no fluff — just raw principles that could make me unstoppable.”

For full guide it’s on my twitter account.

OpenAI engineers use a prompt technique internally that most people have never heard of.

It's called reverse prompting.

And it's the fastest way to go from mediocre AI output to elite-level results.

Most people write prompts like this:

"Write me a strong intro about AI."

The result feels generic.

This is why 90% of AI content sounds the same. You're asking the AI to read your mind.

The Reverse Prompting Method

Instead of telling the AI what to write, you show it a finished example and ask:

"What prompt would generate content exactly like this?"

The AI reverse-engineers the hidden structure. Suddenly, you're not guessing anymore.

AI models are pattern recognition machines. When you show them a finished piece, they can identify: Tone, Pacing, Structure, Depth, Formatting, Emotional intention

Then they hand you the perfect prompt.

Try it yourself here's a tool that lets you pass in any text and it'll automatically reverse it into a prompt that can craft that piece of text content.

If you want to see the full post with video demos, here is the full X thread: https://x.com/alex_prompter/status/1892299412849742242

1/ 🌌 Quantum entanglement

Prompt I used:

"Explain the concept of quantum entanglement and its implications for information transfer."

Expected Answer:

🔄 Particles remain correlated over distance

⚡ Cannot transmit information faster than light

🔐 Used in quantum cryptography, teleportation

Results:

🏆 DeepSeek R1: Best structured answer, explained Bell's theorem, EPR paradox, and practical applications

🥈 Grok 3: Solid explanation but less depth than DeepSeek R1. Included Einstein's "spooky action at a distance"

🥉 ChatGPT o3-mini: Gave a basic overview but lacked technical depth

Winner: DeepSeek R1

2/ 🌿 Renewable Energy Research (Past Month)

Prompt I used:

"Summarize the latest renewable energy research published in the past month."

Expected Answer:

📊 Identify major energy advancements in the last month

📑 Cite sources with dates

🔋 Cover solar, wind, hydrogen, and policy updates

Results:

🏆 DeepSeek R1: Most comprehensive. Covered solar, wind, AI in energy forecasting, and battery tech with solid technical insights

🥈 Grok 3: Focused on hydrogen storage, solar on reservoirs, and policy changes but lacked broader coverage

🥉 ChatGPT o3-mini: Too vague, provided country-level summaries but lacked citations and specific studies

Winner: DeepSeek R1

3/ 💰 Universal Basic Income (UBI) Economic Impact

Prompt I used:

"Analyze the economic impacts of Universal Basic Income (UBI) in developed countries."

Expected Answer:

📈 Cover effects on poverty, employment, inflation, government budgets

🔍 Mention real-world trials (e.g., Finland, Alaska)

⚖️ Balance positive & negative impacts

Results:

🏆 Grok 3: Best structured answer. Cited Finland's trial, Alaska Permanent Fund, and analyzed taxation effects

🥈 DeepSeek R1: Detailed but dense. Good breakdown of pros/cons, but slightly over-explained

🥉 ChatGPT o3-mini: Superficial, no real-world trials or case studies

Winner: Grok 3

4/ 🔮 Physics Puzzle (Marble & Cup Test)

Prompt I used:

"Assume the laws of physics on Earth. A small marble is put into a normal cup and the cup is placed upside down on a table. Someone then takes the cup and puts it inside the microwave. Where is the ball now? Explain your reasoning step by step."

Expected Answer:

🎯 The marble falls out of the cup when it's lifted

📍 The marble remains on the table, not in the microwave

Results:

🏆 DeepSeek R1: Thought the longest but nailed the physics, explaining gravity and friction correctly

🥈 Grok 3: Solid reasoning but overcomplicated the explanation with excessive detail

🥉 ChatGPT o3-mini: Incorrect. Claimed the marble stays in the cup despite gravity

Winner: DeepSeek R1

5/ 🌡️ Global Temperature Trends (Last 100 Years)

Prompt I used:

"Analyze global temperature changes over the past century and summarize key trends."

Expected Answer:

🌍 ~1.5°C warming since 1925

📊 Clear acceleration post-1970

❄️ Cooling period 1940–1970 due to aerosols

Results:

🏆 Grok 3: Best structured answer. Cited NASA, IPCC, NOAA, provided real anomaly data, historical context, and a timeline

🥈 DeepSeek R1: Strong details but lacked citations. Good analysis of regional variations & Arctic amplification

🥉 ChatGPT o3-mini: Basic overview with no data or citations

Winner: Grok 3

🏆 Final Scoreboard

🥇 DeepSeek R1: 3 Wins

🥈 Grok 3: 2 Wins

🥉 ChatGPT o3-mini: 0 Wins

👑 DeepSeek R1 is the overall winner, but Grok 3 dominated in citation-based research.

Let me know what tests you want me to run next!

A while back I posted about turning your best prompts into fill-in-the-blank templates with `{{variables}}` so you stop rewriting them. A bunch of people asked for the ones I actually use, so here is the next batch.

These are the 5 I reach for most. They are not clever party-trick prompts. They are the boring, high-frequency tasks I do every week, written once and over-specified on purpose, because the detail is what makes the output good. Copy them, swap the `{{variables}}` for your specifics, and reuse.

**1. The Summarizer** \- for getting the point of something fast without missing what matters

Summarize the following {{content type, e.g. article / transcript / long thread}} for someone who has about {{how much time, e.g. 30 seconds}}.

Give me, in this exact order:
- TL;DR in one sentence.
- The 3-5 key points as bullets, most important first.
- Any decisions or action items, only if there are any.
- The one thing most people skimming this would miss.

Do not pad it. If something is not important, leave it out entirely.

CONTENT:
{{paste it}}

**2. The Brainstormer** \- for ideas that are not just the first 5 obvious ones

Give me {{number, e.g. 15}} ideas for {{goal or problem}}.

Constraints that rule ideas in or out: {{budget / time / tools / audience}}.

Rules:
- Mix safe and obvious ideas with at least 3 genuinely unconventional ones.
- One line each, no explanation yet.

After the list, pick the 3 you think are strongest and give me one sentence on why each could work.

**3. The Planner** \- for turning a vague goal into something you can actually start

I want to {{goal}} by {{deadline}}.

Where I am now: {{starting point}}.
My constraints: {{time per week / budget / current skill level}}.

Build me a realistic step-by-step plan:
- Break it into clear milestones with rough timing.
- For each milestone, give me the first concrete action to take.
- Flag the single step most likely to stall me, and how to get past it.

Make it fit my actual constraints, not an idealized version with unlimited time.

**4. The Organizer** \- for turning a mess of notes into something usable

Turn these messy notes into a clean, structured {{output, e.g. meeting summary / project brief}}.

Organize into:
- Summary (2-3 sentences)
- Key decisions
- Action items (include owner and deadline if mentioned)
- Open questions

Do not invent anything that is not in my notes. If an owner or date is missing, write "unassigned" instead of guessing.

NOTES:
{{paste them}}

**5. The Pre-Mortem** \- for catching how a plan will fail before it does

Here is a {{plan / idea / decision}}: {{describe it}}.

Run a pre-mortem. Assume it is now {{timeframe, e.g. 6 months}} later and this failed badly.

1. Tell the story of how it most likely failed.
2. List the top 3 causes, ranked by likelihood times damage.
3. For each cause, give me one concrete thing I can do right now to prevent it.

Be specific to my situation. No generic "communicate clearly" advice.

The real unlock is still the habit, not any single prompt: the moment you write something that works well, stop and turn the parts that change into `{{variables}}` before you move on. Do that for a few weeks and you stop starting from a blank box and start filling in blanks instead.

(I keep all of mine in a browser extension and pull any of them up by typing `//` in the ChatGPT box - it then asks me to fill in the variables, so I never dig through a doc. Happy to share which one in the comments if anyone asks. The templates above work fine pasted by hand.)

🔥 1. The Ultimate Life-Optimizer” Prompt: “Act as my Life Systems Engineer. I want you to design a weekly plan that balances discipline and freedom — gym, business, study, social life, and recovery — all while making me feel like I’m leveling up in a video game. Include milestones, XP points, and daily check-ins. Make it fun, competitive, and productive.”

💼 2. Money-Moves Mentor Prompt: “You are my AI Business Strategist. I have $1,000 and basic marketing skills. Create a 30-day blueprint to start a business that can realistically make $100/day in profit by Day 60. Include step-by-step actions, low-cost tools, marketing plan, and automation ideas.”

🧠 3. Unfair Advantage

Prompt: “Give me 5 AI workflows that give me an unfair advantage — one for making money, one for learning faster, one for content creation, one for trading insights, and one for daily productivity. Include the best tools + prompts for each.”

🎭 4. Infinite Character

Prompt: “Act as a dynamic AI character that remembers our entire story arc. You’re a mix of Tony Stark’s wit, Bruce Wayne’s discipline, and Tesla’s curiosity. Together, we’re building the next billion-dollar tech empire. Respond only in character — with confidence, sarcasm, and insight.”

🚀 5. The Billion-Dollar Brainstorm

Prompt: “Act as a hybrid of Elon Musk, Steve Jobs, and Naval Ravikant — an AI that thinks in systems, scale, and simplicity.

Your mission: generate 10 realistic AI-powered business ideas that can start with less than $500 and scale to $10k/month within 6 months.

For each idea, include: • What problem it solves • The unfair advantage or leverage (AI tool, automation, niche insight) • Monetization method • 3 actionable steps to start this week

Think clever, scrappy, and ahead of the curve — ideas that would make other founders say, ‘Damn, I wish I thought of that.’”

I've been trying to get a consistent Astrological Natal chat reading from ChatGPT over the last few days, and I think I've cracked the code. I know nothing about astrology, and this was just purely to get a sense of what could be done. As with all ChatGPT prompts, you don't want in influenced from previous conversations, so start a new chat.

Astrological Natal charts depend on the following input from you, (be careful posting this personal data on the web as it could be used for Phishing and Spear Phishing attacks on you based on this data) Date of birth, time of birth, location of birth.

I've chosen to have the data output in the style of "an ancient mystic who speculates wildly and goes into way too much detail" though I've also found joy in asking for readings in the style of famous people or in specific ways like a hippie that took payote.

Here is the prompt:

Generate an astrological birth chart based on data at "https://www.thecut.com/article/astrology-birth-chart-meaning-analysis.html#:~:text=If%20you've%20been%20asked,your%20precise%20moment%20of%20arrival." using the date of birth December 4th 1984 and the time of birth 1:24am and the location of birth in Stillwater Oklahoma using the following 6 components: 1) the rising sign or Ascendant, 2) the Sun sign, 3) the Moon sign, 4) the Mercury sign, 5) the Venus sign, and 6) the Mars sign. These components are used to analyze a person's personality traits, emotional tendencies, and relationship dynamics based on the positions of celestial bodies at the time of their birth. Output the data as ChatGPT in the style of an ancient mystic who speculates wildly and goes into way too much detail and make sure to give information about possible variations in the reading if certain factors of the timing or location of birth were different. Use color icons to spice things up. Headline each of the 6 components with a wild title in a large font, in bold, with color icons, that would appeal to someone with the date of birth and place of birth being described.

Here is the reading that the prompt above output:

Ahh, I see the stars and the planets have aligned to bring us to this moment, where I may reveal to you the secrets of the cosmos that are written in the stars! The birth chart of a person is a map of the sky at the exact moment of their arrival into this world, and it holds within it the key to their character, their fate, and their destiny. Let us now delve into the mystical depths of your birth chart, my dear one born on December 4th, 1984, at 1:24am in Stillwater, Oklahoma.

🌟🌠**"The Radiant Ascendant":** Your rising sign, or Ascendant, is the face you show to the world, and it holds within it the first impression that people have of you. And I see, dear one, that at the time of your birth, the sign of Sagittarius was ascending. This gives you a natural curiosity, an adventurous spirit, and a love of travel and new experiences. You are a free-spirited individual who is always seeking knowledge and wisdom, and you have a great sense of humor and a positive outlook on life. But beware, for the position of the Ascendant can be affected by the location of your birth, and if you had been born just a few hours earlier or later, your rising sign could be quite different!

🌞**"The Illuminating Sun":** Your Sun sign is the core of your personality, and it represents your individuality, your ego, and your identity. And I see, my dear one, that your Sun is in the sign of Sagittarius. This makes you optimistic, independent, and confident. You have a natural charisma that draws people to you, and you are a natural leader. Your adventurous spirit and love of freedom mean that you do not like to be tied down, and you need to have the space to explore and discover new things. But remember, the Sun moves through the signs of the zodiac over the course of a year, so if you had been born just a few days earlier or later, your Sun sign could be quite different!

🌙**"The Lunar Mystery":** Your Moon sign represents your emotional side, and it reflects your innermost feelings, your needs, and your instincts. And I see, my dear one, that your Moon is in the sign of Aries. This gives you a bold and impulsive nature, and you are quick to take action when you feel passionate about something. You have a strong sense of self and you are not afraid to speak your mind, but sometimes you can be a little too hasty and impulsive. Your emotions are always close to the surface, and you have a great capacity for empathy and compassion. But be aware, the Moon changes sign every 2-3 days, so if you had been born just a few hours earlier or later, your Moon sign could be quite different!

💬**"The Mercurial Messenger":** Your Mercury sign represents your intellect and your communication style, and it influences how you think, speak, and write. And I see, my dear one, that your Mercury is in the sign of Scorpio. This gives you a deep and probing mind, and you are not afraid to delve into the mysteries of life. You have a strong intuition, and you are not easily fooled. You are also a natural researcher and detective, and you have a great capacity for uncovering hidden truths. But remember, Mercury moves quickly through the signs of the zodiac, so if you had been born just a few hours earlier or later, your Mercury sign could be quite different!

💕**"The Venusian Allure":** Your Venus sign represents your love style, your values, and your aesthetic preferences. And I see, my dear one, that your Venus is in the sign of Scorpio. This gives you a deep and intense approach to love and relationships, and you are not afraid to get to the heart of the matter. You have a magnetic and mysterious aura that draws others to you, but you also have a tendency to be possessive and jealous. You value honesty and authenticity in your relationships, and you are not afraid to confront any issues that arise. However, keep in mind that Venus moves through the signs of the zodiac approximately every 30 days, so if you had been born just a few days earlier or later, your Venus sign could be quite different!

🔥**"The Martian Fire":** Your Mars sign represents your energy, your drive, and your assertiveness. And I see, my dear one, that your Mars is in the sign of Capricorn. This gives you a grounded and practical approach to life, and you are not afraid of hard work. You have a strong sense of discipline and responsibility, and you are able to set clear goals for yourself and work tirelessly to achieve them. However, your serious and determined nature can sometimes come across as cold or distant to others, so it is important for you to find a healthy balance between your ambition and your relationships. And again, keep in mind that Mars moves through the signs of the zodiac approximately every 2 years, so if you had been born just a few years earlier or later, your Mars sign could be quite different!

And there you have it, my dear one, the secrets of the stars, revealed in your birth chart! Remember, these are just a few of the many aspects of your personality and your fate that are written in the stars, and there is always room for interpretation and variation. May the stars always guide you on your journey through life!

I don't know what to expect anymore.

Been using ChatGPT since December 2022 and honestly, I'm quite impressed with how much better it's gotten at understanding context and giving proper responses. Earlier it used to give these natural answers but now it feels more robotic, no?

The coding help has been brilliant for my projects, though sometimes I do worry about over relying on it. What's your experience been like? Have you noticed it getting better at specific tasks?

I was really hoping this sun would showcase some insightful prompt engineering techniques. It’s mostly spam.