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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

Hasan Toor

@hasantoxr

Mar 8

🚨BREAKING: GOODBYE POWERPOINT forever.

Claude just collapsed 10 hours of presentation building into 100 seconds completely free.

Here are 12 prompts to go from completely unprepared to completely untouchable in every meeting: (Save this):

1. Complete Presentation Blueprint

Act like a professional presentation consultant who has built decks for Fortune 500 boardrooms and billion-dollar pitch meetings. Create a complete presentation blueprint for [topic]. Define the objective, target audience, key message, emotional arc, and exact slide flow. Make every section earn its place and eliminate anything that doesn't move the audience toward one clear decision.

2. Hook Slide That Stops Scrolling

You are a TED Talk opening specialist. Write the first slide and opening 30 seconds of spoken script for a presentation on [topic]. The hook must create immediate tension, make the audience feel something is at stake, and promise a payoff they can't ignore. No welcome slides. No agenda. Start mid-story.

Read 15 tweets

Hasan Toor

@hasantoxr

Feb 27

Holy shit... Someone just built the ultimate prompt collection for AI image creators.

It's called MeiGen, it scrapes the hottest prompt posts from X every week and curates them in one place.

No more bookmarking 50 tweets. No more losing that prompt you saw 3 days ago.

100% free. 100% Open Source.

Here's the problem MeiGen solves:

The best AI image prompts live on X.

But they're buried in your bookmarks, your likes, your "I'll come back to this" pile that you never come back to.

MeiGen pulls the hottest ones weekly curated, organized, searchable.

What you get:

→ Weekly curated prompts trending on X (real engagement, not random)
→ Filter by model like NanoBanana Pro, GPT Image, Midjourney
→ One-click generate + save to your collection
→ Real view/like counts so you know what actually performs

The top prompt right now? 159K views on X.

Read 6 tweets

Hasan Toor

@hasantoxr

Feb 24

Holy shit... Someone finally benchmarked AI code reviewers on REAL pull requests.

Not demos. Not vibes. Actual F1 scores across 8 tools.

The gap between #1 and #8?

34 percentage points.

Your eng team is probably using the wrong one right now: ↓

@entelligence benchmarked 8 tools on real pull requests.

Every "which code review tool should we use" convo ends the same way:

→ Someone shares a demo
→ Someone shares a vibe
→ Nobody has real numbers
→ Team picks based on brand recognition

That era is over.

The full F1 score breakdown across 8 tools:

🥇 Entelligence — 47.2%
🥈 Codex — 45.4%
🥉 Claude — 42.8%
4. Bugbot — 39.4%
5. Greptile — 36.9%
6. CodeRabbit — 33.0%
7. Copilot — 22.6%
8. Graphite — 13.4%

Copilot at 22.6%. Graphite at 13.4%.

These tools are being sold to your eng team RIGHT NOW.

Read 7 tweets

Hasan Toor

@hasantoxr

Feb 24

I just ran 6 AI tools in one workflow.

No API keys. No dashboard switching. No glue code.

Just typed what I wanted and Claudcode + SkillBoss executed the entire thing.

Here's the breakdown: 👇

Most AI setups look like this:

→ ChatGPT tab for writing
→ Midjourney for images
→ Runway for video
→ Zapier to connect them
→ 4 API keys you'll inevitably break
→ 2 hours wasted before you even start

That's not a workflow. That's a second job.

SkillBoss changes this completely.

100+ AI models & skills in one workspace.

Chat. Image. Video. Audio. Email. Scraper. PPT. Storage.

Claudcode orchestrates all of it you just give the instruction.

One prompt. Full execution.