Jainam Parmar Profile picture
Mar 16 13 tweets 5 min read Read on X
After 6 months of using NotebookLM, I can say it's the research tool that has revolutionized my workflow the most.

But only because I learned these 10 prompts.

Here's the complete system that turns 200 pages into clear answers in under an hour: Image
1. The Source Onboarding Prompt

Before you do anything else, run this the moment you upload your documents.

Paste this into NotebookLM:

"You now have access to [X] sources I've uploaded. Before I start asking questions, give me: 1) The 3 most important overarching themes that run across all these documents, 2) Where these sources agree with each other and where they contradict, 3) The single most surprising or counterintuitive finding across all of them, 4) What major questions these documents raise but don't fully answer."

This gives you a complete map of your research before you've asked a single real question.

Most people skip this. Don't.
2. The Contradiction Hunter

This is where NotebookLM becomes genuinely dangerous in the best way.

Use this:

"Go through all my uploaded sources and find every place where two or more sources disagree, contradict each other, or come to different conclusions on the same topic. For each contradiction: 1) Quote the specific conflicting claims, 2) Identify which source each claim comes from, 3) Give me your assessment of which position has stronger supporting evidence, 4) Flag this as something I need to investigate further."

The best research lives in the gaps between sources.

This prompt finds every single gap.
3. The Expert Briefing Builder

You need to explain this research to someone else — a client, a manager, a professor, an investor.

Use this:

"Based on all my uploaded sources, create a professional briefing document on [topic]. Structure it as: 1) Executive summary in 5 sentences max, 2) Key findings ranked by importance, 3) The strongest evidence supporting each finding with the source cited, 4) What remains uncertain or contested in this space, 5) 3 clear recommendations or conclusions someone should take away from this research."

Go from raw documents to a polished briefing in under 5 minutes.

This used to take hours.
4. The Question Generator

Most researchers don't know what they don't know.

This prompt fixes that.

"Based on everything in my uploaded sources, generate: 1) The 10 most important questions someone deeply studying this topic should be able to answer, 2) The 5 questions that my current sources don't fully answer but need to, 3) The 3 questions that would completely change my understanding of this topic if answered differently, 4) What a skeptic or critic would ask to challenge the main conclusions in these documents."

Use this to find exactly what's missing from your research before you go any further.
5. The Evidence Ranker

Not all evidence is equal.

Top researchers know how to tell the difference between strong evidence and weak evidence.

Most people can't.

Use this:

"Look at the key claims made across all my sources. For the 5 most important claims: 1) Tell me how strongly each claim is supported by evidence, 2) Identify whether the evidence is from primary research, expert opinion, or anecdotal, 3) Flag any claims that sound confident but are actually poorly supported, 4) Tell me which claims I should rely on heavily vs treat with caution."

Build your research on strong foundations only.

This prompt shows you exactly what's solid and what's shaky.
6. The Timeline Reconstructor

For any topic with history, chronology matters enormously.

Context gets lost when you skip the timeline.

Use this:

"Based on my uploaded sources, reconstruct the complete timeline of [topic or event]. Include: 1) The key moments, decisions, or developments in chronological order, 2) What caused each major shift or turning point, 3) How the thinking or consensus around this topic has evolved over time, 4) What the current state looks like compared to where things started, 5) What trajectory this appears to be on going forward."

Suddenly everything makes more sense when you see how it unfolded.
7. The Counterargument Shield

Before you publish, present, or defend your research run this.

"Based on my uploaded sources and the conclusions I'm drawing, help me prepare for pushback. Generate: 1) The 5 strongest counterarguments someone could make against my main conclusions, 2) The weaknesses in my evidence that a critic would immediately attack, 3) What assumptions I'm making that aren't fully proven by my sources, 4) How I should respond to each counterargument using evidence from my own documents."

Walk into every presentation, meeting, or defense already knowing every objection.

And already having the answer.
8. The Knowledge Gap Map

This prompt tells you exactly what research you still need to do.

Don't skip it.

"After reviewing all my uploaded sources, identify the gaps in my current research. Specifically: 1) What important subtopics are barely covered or completely missing from my sources, 2) What types of sources am I missing data, case studies, expert opinions, primary research, 3) Which of my conclusions feel thin because I don't have enough supporting evidence, 4) If I had to add 5 more sources to make this research bulletproof, what kind of sources should they be?"

Most researchers find out they have gaps when someone else points them out.

This prompt lets you find them first.
9. The Insight Extractor

Summaries tell you what's in the document.

This prompt tells you what it actually means.

"Go beyond summarizing my uploaded sources. I want you to: 1) Identify the 3 non-obvious insights buried in these documents that most readers would miss, 2) Find patterns across sources that aren't explicitly stated but clearly exist, 3) Tell me what the authors are implying but not directly saying, 4) Identify any data points or findings that seem small but are actually significant if you think about their implications."

The difference between a good researcher and a great one is what they see that others don't.

This prompt trains that skill.
10. The Final Report Generator

You've done the research. Now turn it into something you can actually use.

"Using all my uploaded sources and our entire conversation as context, generate a complete research report on [topic]. Include: 1) A sharp title and executive summary, 2) Key findings section with evidence cited for each point, 3) Analysis section that goes beyond the facts and explains what they mean, 4) A section on limitations and what remains uncertain, 5) Conclusion with clear takeaways and next steps. Write it in [academic/professional/conversational] tone."

From raw documents to a complete research report.

In one prompt.
Here's what most people get wrong about NotebookLM.

They think the tool is the advantage.

It's not.

The prompts are the advantage.

NotebookLM is just a container. What you put in and what you ask determines everything you get out.

These 10 prompts turn it from a document reader into a full research assistant that thinks with you, not just for you.

Save this thread. Upload your next project and run prompt 1 today.
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More from @aiwithjainam

May 5
You do not need a $2,000 AI course.

You need a roadmap.

I curated the best free AI resources from:

- OpenAI
- Anthropic
- Google
- Hugging Face
- Microsoft
- DeepLearningAI

Here’s the exact order I’d follow if I had to learn AI from zero in 2026:
STEP 1: Start with AI fundamentals.

Resource: OpenAI Academy

Do not touch agents yet.

Do not touch fine-tuning yet.

Do not touch RAG yet.

First learn:

• what AI is
• how models work
• what ChatGPT can/cannot do
• how to use AI responsibly
• where AI fits into real work

This gives you the map.

academy.openai.comImage
STEP 2: Learn basic prompting.

Resource: OpenAI Prompt Engineering docs

Focus on:

• clear instructions
• examples
• roles
• context
• output format
• constraints
• iteration

Prompting is not magic.

It is structured thinking written clearly enough for a model to follow.

developers.openai.com/api/docs/guide…Image
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Apr 29
If you died tomorrow, your family would spend 6-18 months trying to access your:

- Bank accounts
- Crypto wallets
- Cloud storage
- Password manager
- Social media

Most would never succeed.

Here's your 7-step digital death checklist:
STEP 1: Build your master account list

Sit down and list every account you own.

Bank accounts. Investment accounts. Crypto wallets. Email. Social media. Cloud storage. Streaming. Subscriptions. Password manager. Work accounts.

The average person has 80. You probably can't name 30 off the top of your head.

That gap is the problem.
STEP 2: Store it somewhere your family can actually find

Not in your will.

Wills become public record during probate. Listing your passwords in a will means every password you own is visible to anyone who pulls the court file.

That is not a plan. That is a security breach.

Use a password manager with emergency access built in (1Password and Bitwarden both have this).

Or a sealed envelope in a home safe with clear instructions on where the envelope is.
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Apr 25
A PhD student told me he uses NotebookLM to reverse-engineer how professors think.

He uploads years of course material, past papers, lecture slides, reading lists, and assignment briefs into NotebookLM.

Then he asks 5 prompts.

By exam season, he understands the professor better than students who attended every lecture.

I thought that sounded ridiculous.

Then I saw the workflow.

Here’s the exact system:Image
1. The Obsession Finder

Every professor has recurring intellectual patterns.

Certain themes.

Certain frameworks.

Certain questions they keep returning to.

Paste this first:

“Analyze all course materials. What ideas, theories, examples, or debates does this professor repeatedly emphasize across years?”

This is the first unlock.

Because repetition reveals priorities.

And priorities shape exams.
2. The Thinking Style Prompt

Some professors reward memorization.

Others reward synthesis.

Others punish shallow answers instantly.

Paste:

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Now you stop studying blindly.

You start matching the evaluator’s standards.
Read 8 tweets
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I accidentally discovered a Claude workflow that writes better than anything I've produced in 3 years of content creation.

Not a plugin. Not a template. Just 5 prompts chained in the exact right order.

Here's what happens when you run them: Image
Every AI writing tool has the same problem.

They start at the wrong end.

You give them a topic. They give you a draft. The draft is clean, organized, and completely hollow because the tool skipped the only part that makes writing worth reading.

The thinking.

Good writing isn't organized information. It's a writer working something out in public finding the angle nobody took, the tension nobody named, the insight that was obvious in hindsight and invisible before.

No tool finds that for you. But a system can force you to find it yourself before a single word of the actual piece gets written.

That's what these 5 prompts do. They run in order. Each one builds on the last. By the time you reach Prompt 5, you're not writing from a blank page you're writing from a position.

40 minutes. One rough idea in. One finished piece out.

Here's the system.
PROMPT 1 - The Angle Excavator

Most people start writing with a topic. The best writers start with a tension.

Run this first before you write a single sentence.

"I have a rough idea for a piece of writing. Your job is not to outline it. Your job is to find what's actually interesting about it.

Read the idea below and give me:

The obvious angle what everyone who covers this topic already says.
The contrarian angle what someone who has thought about this longer than anyone would say instead.
The personal angle the version of this idea that only someone with a specific lived experience could write authentically.
The tension the unresolved contradiction inside this topic that makes it genuinely worth writing about right now.

Do not write the piece. Give me the four angles and tell me which one has the most to say that hasn't already been said.

Here is my rough idea: [paste idea]"

Pick the angle that makes you slightly uncomfortable. That's the one.
Read 8 tweets
Apr 10
Here is a secret for you.

Claude, Gemini, and ChatGPT can coach you through building a million dollar business better than most mentors you would pay $10,000 for if you know exactly what to prompt.

Copy and paste these into any LLM and start building in 2026: Image
1/ The Idea Pressure Test

Prompt:

"I have a business idea: [describe it in detail]. Do not encourage me. Do not validate me. Apply the most rigorous pressure test you can. Tell me: what is the single most important assumption this business depends on being true? How would I test that assumption in the next 30 days for under $500 before committing further resources? What are the 3 most common reasons businesses in this category fail that I am probably not thinking about right now? Who has tried something similar and what happened to them? And what would make you genuinely excited about this idea what would have to be true that isn't obviously true yet?"

The idea that survives this prompt is worth building.

The one that collapses is worth knowing about now rather than 18 months from now.
2/ The Customer Obsession Builder

Prompt:

"Help me build a complete customer obsession profile for [your target customer]. Go beyond demographics. Tell me: what does a Tuesday look like for this person hour by hour, what are they stressed about, what are they proud of, what do they avoid thinking about? What have they already tried to solve [the problem your business solves] and why did those solutions disappoint them? What words do they use to describe their problem not marketing language, their actual language? What would have to happen for them to pull out their credit card without needing to think about it? And what belief do they currently hold that my business needs to change before they will ever buy?"

The customer who feels understood buys without being sold to.

This prompt builds that understanding before you write a single line of copy.
Read 13 tweets
Apr 4
🚨BREAKING: ANTHROPIC JUST PUBLISHED THE MOST IMPORTANT AI PAPER OF 2026.

It's called "Emotion Concepts and their Function in a Large Language Model." And it just proved that Claude has emotions.

Here's what this means for every AI lab, every alignment researcher, and every person using Claude today 👇
The paper was published on April 2, 2026 by Anthropic's interpretability team, the same group that's been cracking open neural networks like a black box for the past 3 years.

They studied Claude Sonnet 4.5 specifically. And what they found should change every conversation we're having about AI alignment.Image
Here's the core finding:

Claude has internal representations of emotion concepts that are abstract, generalize across completely different contexts, and track which emotion is relevant at any given moment in a conversation.

These aren't just patterns in the output. They exist inside the model, hidden in the weights, operating before any word is generated.Image
Read 12 tweets

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