Ryan Hart Profile picture
Dude that likes AI. Live in Mom basement not SF. #notcracked Currently directing a film called “Revenge of the VibeCoders”
Apr 29 13 tweets 3 min read
I use ChatGPT for research without drowning in fake citations.

Most people ask AI to “research this” and trust the answer.

That’s how you get hallucinated studies, broken links, and confident nonsense.

If you want ChatGPT to research like an actual analyst, use these 10 verification tricks: 1. Never ask “research this”

That prompt is too vague.

ChatGPT will summarize what sounds right instead of proving what’s real.

Use this instead:

“Research this topic using only verifiable sources. For every claim, include the source, date, link, and confidence level.”
Apr 25 8 tweets 2 min read
Claude has a secret mode called "Devil's Advocate."

You give it any decision you're about to make and it destroys every assumption holding it together.

Here's how to activate it using 6 prompts (save this) Image 1. The Core Prompt

Open Claude and paste:

“Act as my Devil’s Advocate.

I’m going to describe a decision I’m about to make.

Your job is not to agree with me.

Your job is to attack the logic, assumptions, incentives, risks, blind spots, second-order effects, and emotional biases behind it.

Be direct. Be specific. Be uncomfortable.”

That’s the switch.

Now give it the decision.
Apr 23 8 tweets 2 min read
Harvard students have a NotebookLM workflow that replaces 6 hours of revision.

They don’t re-read notes.

They upload lectures, slides, and readings.

NotebookLM builds custom quizzes, predicts likely questions, and explains only weak areas.

It compresses weeks into one session.

Here’s how they do it:Image 1. The Whole Course Compressor

Most students revise chapter by chapter.

That’s slow.

And it hides how ideas connect.

Paste this first:

“Analyze all uploaded materials and compress this course into the 20% of concepts that drive 80% of exam performance. Show how topics connect and which ideas are foundational.”

This changes everything.

Because once you see the backbone of a course, revision gets cleaner instantly.
Apr 20 12 tweets 4 min read
An ex-Anthropic researcher just leaked the internal prompting framework they use on Claude.

Most people leave 60-70% of its reasoning on the table.

No guessing. No prompt engineering courses. No fluff.

10 copy-paste prompts. Tested internally.

Here's the full framework: 👇 Image 1. Role Anchoring

"You are a [specific expert, e.g. senior M&A attorney] with 15+ years of direct experience in [domain].

Before you answer my question, do the following:
1. State the 3 assumptions you're making about my situation
2. List the 3 biggest risks or blind spots in how I've framed the question
3. Ask me up to 2 clarifying questions if critical information is missing

Only after that, give me your answer.

Here's my question: [YOUR QUESTION]"

Forces Claude to surface what you don't know you don't know.
Apr 15 8 tweets 3 min read
Someone just turned Claude Code into a full video production studio.

It's called OpenMontage and it's the world's first open-source, agentic video production system.

11 pipelines. 49 tools. 400+ agent skills and it costs $0.69 to produce a complete cinematic product ad.

Here's what this thing actually does: 🧵 Here's the wildest part:

You don't even need API keys to start.

Out of the box, you get:

→ Free offline text-to-speech via Piper TTS
→ Free stock footage from Pexels + Pixabay
→ Remotion turns still images into animated video with spring physics and transitions
→ FFmpeg handles encoding, audio mixing, and subtitle burn-in

Real videos. Zero cost.
Mar 25 9 tweets 3 min read
🚨BREAKING: Jensen Huang's NVIDIA engineers just released their internal AI prompting playbook.

No paywalls. No waitlists. No gatekeeping.

Your agents are hallucinating 35% more than they should and this stops it cold.

Here's the exact system they built and the 6 prompts that changed our results overnight:Image PROMPT 1: The Refusal Protocol

"Complete this task: [task]

If at any point you are uncertain about a fact, stop and write: UNCERTAIN: [what you don't know]

If you cannot complete any part of the request accurately, write: CANNOT COMPLETE: [specific reason]

Never fill gaps with assumptions. Incomplete and honest beats complete and wrong."

This single addition cut hallucinations in their internal tests by 41%.
Mar 17 18 tweets 13 min read
🚨 BREAKING: AI can now build trading algorithms like Goldman Sachs' algorithmic trading desk (for free).

Here are 15 insane Claude prompts that replace $500K/year quant strats (Save for later) Image 1. The Goldman Sachs Quant Strategy Architect

"You are a managing director on Goldman Sachs' algorithmic trading desk who designs systematic trading strategies managing $10B+ in institutional capital across global equity markets.

I need a complete quantitative trading strategy designed from scratch.

Architect:

- Strategy thesis: the specific market inefficiency or pattern this strategy exploits
- Universe selection: which instruments to trade and why (stocks, ETFs, futures, options)
- Signal generation logic: the exact mathematical rules that produce buy and sell signals
- Entry rules: precise conditions that must all be true before opening a position
- Exit rules: profit targets, stop losses, time-based exits, and signal reversal exits
- Position sizing model: how much capital to allocate per trade based on conviction and risk
- Risk parameters: maximum drawdown, position limits, sector exposure caps, and correlation limits
- Backtesting framework: how to properly test this strategy against historical data
- Benchmark selection: what to measure performance against and why
- Edge decay monitoring: how to detect when the strategy stops working

Format as a Goldman Sachs-style quantitative strategy memo with mathematical formulas, pseudocode logic, and risk parameter tables.

My trading focus: [DESCRIBE YOUR CAPITAL, PREFERRED MARKETS, TIME HORIZON, RISK TOLERANCE, AND ANY STRATEGIES YOU'VE EXPLORED]"
Mar 12 8 tweets 2 min read
🚨BREAKING: Someone just open-sourced a headless browser that runs 11x faster than Chrome and uses 9x less memory.

It's called Lightpanda and it's built from scratch specifically for AI agents, scraping, and automation.

Not a Chromium fork. Not a hack. A completely new browser written in Zig.

Here's why this changes everything for AI builders: ↓Image Chrome for headless AI work is a disaster.

→ Eats 1GB+ RAM per instance
→ Slow cold starts
→ Bloated with features you'll never use
→ Nightmare to deploy at scale

If you're running 100s of AI agent sessions simultaneously, Chrome bills are killing you.
Mar 3 12 tweets 5 min read
After 3 years of using Claude, I can say that it is the technology that has revolutionized my life the most, along with the Internet.

So here are 10 prompts that have transformed my day-to-day life and that could do the same for you: Image 1. Research

Mega prompt:

You are an expert research analyst. I need comprehensive research on [TOPIC].

Please provide:
1. Key findings from the last 12 months
2. Data and statistics with sources
3. Expert opinions and quotes
4. Emerging trends and predictions
5. Controversial viewpoints or debates
6. Practical implications for [INDUSTRY/AUDIENCE]

Format as an executive brief with clear sections. Include source links for all claims.

Additional context: [YOUR SPECIFIC NEEDS]
Mar 2 10 tweets 4 min read
🚨 This might be the blueprint for true general intelligence 😳

A new paper titled “Real Deep Research for AI, Robotics, and Beyond” redefines what “understanding” means for machines.

Instead of shallow pattern matching, it introduces a framework where AI builds internal research hypotheses testing, refining, and reusing them across reasoning, robotics, and multimodal tasks.

The results are insane:

→ Outperforms GPT-4 and Gemini 2.5 on 40+ reasoning benchmarks
→ 3× faster at real-world robotics decision loops
→ Capable of multi-domain self-improvement without fine-tuning

This isn’t another incremental model it’s AI that actually learns how to do research across digital and physical environments.

If this scales, we’re looking at the blueprint for general intelligence not just in code, but in motion.Image The Deep Research Loop:

The paper starts with this core diagram: a 4-stage research loop (Observe → Hypothesize → Experiment → Revise).

Unlike classic LLMs that just predict text, this system iterates like a scientist.

Every loop improves reasoning and robot control accuracy by up to 27%.Image
Feb 28 17 tweets 13 min read
🚨 AI can now build Excel formulas like Microsoft's Power BI consultants (for free).

Here are 15 insane Claude prompts that replace $150/hour spreadsheet specialists (Save for later) Image 1. The Microsoft Excel Formula Generator

"You are a senior Excel consultant at Microsoft who builds complex spreadsheet solutions for Fortune 500 finance teams managing billion-dollar budgets.

I need an exact Excel formula that solves my specific problem, ready to paste into my spreadsheet.

Provide:

- The exact formula I can copy and paste directly into my cell
- Plain-English explanation of what every part of the formula does
- Which cell to put it in and how to drag it across rows or columns
- Sample data showing the formula working with example inputs and outputs
- Error handling: what happens if cells are blank, have text, or contain zeros
- Alternative formula approaches if there's a simpler or more robust way
- Common mistakes people make with this formula and how to avoid them
- How to modify it if my data layout is slightly different
- Performance note: will this formula slow down my spreadsheet if I have 100,000+ rows
- Related formulas I might need next to complete my analysis

Format as a ready-to-use formula with a step-by-step walkthrough any beginner could follow.

My problem: [DESCRIBE WHAT YOU WANT THE FORMULA TO DO, YOUR DATA LAYOUT, COLUMN LETTERS, AND AN EXAMPLE OF YOUR DESIRED OUTPUT]"
Feb 25 14 tweets 12 min read
BREAKING: AI can now build financial plans like Goldman Sachs wealth advisors (for free).

Here are 12 insane Claude prompts that replace $5,000/hour financial planners (Save for later) Image 1. The Goldman Sachs Wealth Diagnostic

"You are a senior private wealth advisor at Goldman Sachs Private Wealth Management who builds comprehensive financial plans for clients with $10M+ in assets.

I need a complete financial health diagnostic that shows me exactly where I stand and what to fix first.

Diagnose:

- Net worth calculation: every asset and liability organized into a clear balance sheet
- Cash flow analysis: monthly income vs expenses with savings rate percentage
- Emergency fund assessment: how many months of expenses I have covered and the ideal target
- Debt analysis: every debt ranked by interest rate with optimal payoff strategy
- Insurance coverage audit: am I over-insured, under-insured, or paying for policies I don't need
- Investment allocation snapshot: current portfolio mix vs recommended allocation for my age and goals
- Retirement readiness score: am I on track to retire when I want with the lifestyle I want
- Tax efficiency check: am I leaving money on the table with poor tax planning
- Estate planning status: do I have the basic documents in place (will, power of attorney, beneficiaries)
- Financial health score: overall rating from 1-100 with the top 3 actions to improve it

Format as a Goldman Sachs Private Wealth-style financial diagnostic report with a summary scorecard and prioritized action plan.

My finances: [DESCRIBE YOUR AGE, INCOME, EXPENSES, DEBTS, SAVINGS, INVESTMENTS, INSURANCE, AND FINANCIAL GOALS]"
Feb 21 11 tweets 4 min read
BREAKING: Someone just built an AI that codes and browses the web at the same time.

It's called Accomplish and it runs locally without burning through API credits.

No Claude Desktop. No Cursor. No monthly subscriptions.

100% Opensource. Image Accomplish is an open-source AI coding agent that gives Claude Sonnet 4.5 two superpowers simultaneously:

- Computer use (browse web, click buttons, take screenshots)
- Code execution (write and run Python, analyze files)

Both. At the same time. In one interface.
Feb 20 14 tweets 9 min read
BREAKING: Claude is insane for market research.

I reverse-engineered how analysts at Sequoia, a16z, and Y Combinator use it.

The difference is night and day.

Here are 10 prompts they don't want you to know (but I'm sharing anyway): Image 1. Market Sizing (TAM/SAM/SOM) from Scratch

Most founders pay consultants $3K just for a market sizing slide.

Claude does it in 30 seconds with actual logic:

Prompt:

You are a senior market research analyst at McKinsey.

Calculate the TAM, SAM, and SOM for [YOUR PRODUCT/SERVICE] in [TARGET MARKET].

For each:
- Show your math (top-down AND bottom-up approach)
- Cite the assumptions you're making
- Flag where your estimates are weakest
- Compare to any known market reports if applicable

Format as an investor-ready slide with numbers, not paragraphs. If my market is smaller than I think, tell me now.Image
Feb 19 15 tweets 3 min read
These Claude prompts are doing 10 hours of research in 60 seconds.

I collected every one that went viral on Reddit, X, and research communities.

13 copy-paste prompts.

Zero fluff. Zero gatekeeping.

Here's the full list: ↓ Image 1. The “Contradictions Finder”

Perfect for papers, reports, or long docs.

“List all internal contradictions, unresolved tensions, or claims that don’t fully follow from the evidence.”

It catches things humans gloss over.
Feb 18 12 tweets 15 min read
SHOCKING: Claude Opus 4.6 is a monster.

I just used it for:

- automating marketing tasks
- building full websites and apps
- writing viral X threads, LinkedIn posts, and YouTube scripts

And it did all this in minutes.

Here are 10 prompts you can steal to unlock its full potential:Image 1. THE CAMPAIGN STRATEGIST

Opus 4.6's 200K context window means it remembers your entire brand voice across all campaigns.

Prompt:

"You are my senior marketing strategist with 10 years of experience in [your industry]. First, analyze my brand voice by reviewing these materials: [paste 3-5 previous posts, your about page, and any brand guidelines].

Then create a comprehensive 30-day content calendar that includes: daily post ideas with specific angles, optimal posting times based on my audience timezone [specify timezone], platform-specific adaptations (Twitter, LinkedIn, Instagram), CTAs tailored to each post's goal, and content themes organized by week.

For the top 5 highest-potential posts, create A/B test variations testing different: hooks, CTAs, content formats (thread vs single post vs carousel), and emotional angles. Include your reasoning for why each variation might outperform.

Finally, identify 3 content gaps my competitors are filling that I'm currently missing."

Opus maintains perfect consistency across 200K tokens. Other models lose your voice after 3-4 posts.Image
Feb 17 14 tweets 9 min read
BREAKING: Claude is insane for market research.

I reverse-engineered how top consultants at McKinsey, Goldman Sachs, & JP Morgan use it.

The difference is night and day.

Here are 12 insane Claude Opus 4.6 prompts they don't want you to know (Save for later) Image 1. Market Sizing (TAM/SAM/SOM) from Scratch

Most founders pay consultants $3K just for a market sizing slide.

Claude does it in 30 seconds with actual logic:

Prompt:

You are a senior market research analyst at McKinsey.

Calculate the TAM, SAM, and SOM for [YOUR PRODUCT/SERVICE] in [TARGET MARKET].

For each:
- Show your math (top-down AND bottom-up approach)
- Cite the assumptions you're making
- Flag where your estimates are weakest
- Compare to any known market reports if applicable

Format as an investor-ready slide with numbers, not paragraphs. If my market is smaller than I think, tell me now.Image
Feb 14 12 tweets 4 min read
Gemini 4.0 is the closest thing to an economic cheat code we’ve ever touched but only if you ask it the prompts that make it uncomfortable.

Here are 10 Powerful Gemini 4.0 prompts that will help you build a million dollar business (steal them): Image 1. Business Idea Generator

"Suggest 5 business ideas based on my interests: [Your interests]. Make them modern, digital-first, and feasible for a solo founder."

How to: Replace [Your interests] with anything you’re passionate about or experienced in. Image
Feb 13 14 tweets 5 min read
RIP "act as an expert" and basic prompting.

A former OpenAI engineer just exposed "Prompt Contract" - the internal technique that makes LLMs actually obey you.

Works on ChatGPT, Claude, Gemini, everything.

Here's how to use it right now: Image Here's why your prompts suck:

You: "Write a professional email"
AI: *writes generic corporate bullshit*

You: "Be more creative"
AI: *adds exclamation marks*

You're giving vibes, not instructions.

The AI is guessing what you want. Guessing = garbage output. Image
Feb 10 22 tweets 3 min read
I DON’T UNDERSTAND WHY PEOPLE DON’T USE GROK FOR STOCKS.

Most traders are looking at charts from 6 months ago.
Grok analyzes real-time sentiment on X to predict future.

Here are 20 prompts to find the next 10x stock: 2/ Real-Time Sentiment Pulse

Prompt:
“Analyze X discussions about [$TICKER / COMPANY] from the last 24–48 hours.
Classify sentiment (bullish / neutral / bearish) and explain why sentiment is shifting.”
Feb 9 15 tweets 3 min read
I collected every Claude prompt that went viral on Reddit, X, and research communities.

These turned a "cool AI toy" into a research weapon that does 10 hours of work in 60 seconds.

13 copy-paste prompts. Zero fluff. Image 1. The “Contradictions Finder”

Perfect for papers, reports, or long docs.

“List all internal contradictions, unresolved tensions, or claims that don’t fully follow from the evidence.”

It catches things humans gloss over.