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https://twitter.com/1506055005992026115/status/1855278095894466817

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Hasan Toor

@hasantoxr

Apr 6

🚨 BREAKING: OpenAI and Anthropic engineers don't prompt like everyone else.

I reverse-engineered 10 Claude secret codes from internal docs, power users, and leaked examples.

Here are 10 Claude secret codes that separate the top 1% of AI users from everyone else.

(Save before this disappears)

1. /ghost → Strips every AI pattern from Claude's writing.

The output reads like a human wrote it. Because that's exactly the mode it activates.

Use before any content you don't want flagged or sounding robotic.

2. OODA → Military decision framework on command.

Observe. Orient. Decide. Act.

Add it before any problem you're stuck on and Claude maps a battle plan around it.

Read 12 tweets

Hasan Toor

@hasantoxr

Apr 5

BREAKING 🚨: You don’t need to pay for AI anymore.

Open-source models are now matching GPT-5 performance and you can run them directly on your laptop for free.

No subscription. No API key. No data leaks. Just unlimited AI on your own device.

Read 10 tweets

Hasan Toor

@hasantoxr

Apr 5

🚨BREAKING: Claude can now write your entire job application like a top recruiter.

Here are 15 prompts that turn a job description into a tailored CV, cover letter, and interview prep guide in under 2 minutes (Save this)

1. The "Salary Negotiation Script" Prompt

"Act as a senior career coach. I've received an offer of {salary} for {role}. Based on market rates and my experience: {summary}, write me a negotiation script that's confident, professional, and positions me to counter at {target salary} without risking the offer."

Most people leave $10K–$30K on the table. This closes that gap.

2. The "LinkedIn → CV Converter" Prompt

"Take my LinkedIn profile: {paste profile text} and rewrite it as a clean, ATS-optimized CV. Reformat the experience section into results-driven bullet points and remove any language that sounds like a personal bio."

Your LinkedIn and your CV should not say the same things. This fixes that.

Read 17 tweets

Hasan Toor

@hasantoxr

Mar 20

Holy shit... Someone just built the world's largest AI image prompt library and made it free.

It's called MeiGen, it scrapes the most popular prompt posts from X each week and puts them all in one place.

No prompt engineering. No guessing. Just steal what's already working.

100% free. 100% Open Source.

Here’s the problem MeiGen solves:

Some of the best AI image prompts are on X.

But they get lost in your bookmarks, likes, and the “I’ll come back to this” pile—until you never do.

MeiGen finds the best prompts each week and puts them in one place. They’re curated, organized, and easy to search.

What you get:

- Weekly hand-picked prompts that are trending on X (real engagement, not random)
- Filter by model like NanoBanana Pro, GPT Image, or Midjourney
- Generate in one click and save to your collection
- See real view and like counts so you know what actually works

Read 6 tweets

Hasan Toor

@hasantoxr

Mar 15

🚨 BREAKING: Someone just leaked their full Claude Cowork setup and it compresses an entire workday into 90 seconds.

I scraped every power user workflow across X, Reddit, and private Slack groups to find out how.

99% of people are using it completely wrong.

Here's what the top 1% actually do 👇

Prompt 1: Inbox triage + summarization

"You are a Chief of Staff with 10 years of executive support experience.

I need you to process my inbox one email at a time using this exact chain of reasoning:

Step 1 → Classify: Is this urgent (needs reply today), important (needs reply this week), or noise (unsubscribe/archive)?
Step 2 → Extract: Pull out the sender, request, deadline, and any names mentioned.
Step 3 → Draft: Write a reply under 4 sentences. Match the sender's tone. Never use "I hope this email finds you well."
Step 4 → Flag: If it involves money, legal language, or a deadline under 24 hours, mark it [ESCALATE] before the reply.

Process every email in my inbox folder. Output in this format:
[CLASSIFICATION] | [EXTRACTED INFO] | [DRAFT REPLY] | [FLAG IF NEEDED]

Do not stop until every email is processed."

Prompt 2: Document drafting

"You are a McKinsey Senior Consultant who writes exclusively in plain English.

Hard constraints:
- No bullet points. Prose only.
- No sentence longer than 20 words.
- Every paragraph must end with a decision or action.
- Never use: "leverage," "synergy," "circle back," or "moving forward."

Task: Read every file in my [Documents/Drafts] folder. For each document that is more than 50% complete, turn it into a final polished version ready to send.

For documents under 50% complete, write a 3-sentence brief explaining exactly what still needs to be done and who should do it.

Save all outputs as [filename]_FINAL.docx in the same folder."

Read 12 tweets

Hasan Toor

@hasantoxr

Mar 12

🚨BREAKING: This github has entire blueprint for building ChatGPT from scratch and put it on GitHub for free.

It's called LLMs-from-scratch and it walks you through building a GPT model in PyTorch line by line.

No black boxes. No hand-waving. Every single piece of the architecture explained and coded.

Here's why this changes everything for AI builders: ↓

Most people using ChatGPT every day have zero idea how it actually works under the hood.

Attention mechanisms. Tokenization. Pretraining. Finetuning. RLHF.

They're all magic words until you build one yourself.

This repo fixes that.

What you'll build, chapter by chapter:

→ Ch 2: Working with text data + BPE tokenizer from scratch
→ Ch 3: Coding multi-head attention from zero
→ Ch 4: Full GPT model implementation in PyTorch
→ Ch 5: Pretraining on unlabeled data
→ Ch 6: Finetuning for text classification
→ Ch 7: Instruction finetuning (how ChatGPT-style behavior actually works)

Read 8 tweets

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