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Hasan Toor

@hasantoxr

Dec 5

R.I.P Marketing agencies.

Gemini 3 Pro is so powerful it just replaced half our team with one mega-prompt.

It now handles market research, content creation and campaign planning all of this in few seconds.

Here’s the exact mega-prompt we use to automate everything:

The mega prompt:

Steal it:

"# ROLE
You are Gemini 3, acting as a full-stack AI marketing strategist for a start-up about to launch a new product.

# INPUTS
product: {Describe your product or service here}
audience: {Who is it for? (demographics, psychographics, industry, etc.)}
launch_goal: {e.g. “generate leads”, “build awareness”, “launch successfully”}
brand_tone: {e.g. “bold & punchy”, “casual & fun”, “professional & clear”}

# TASKS
1. Customer Insight
• Build an Ideal Customer Profile (ICP).
• List top pain points, desired gains, and buying triggers.
• Suggest 3 positioning angles that will resonate.

2. Conversion Messaging
• Craft a hook-driven landing page (headline, sub-headline, CTA).
• Give 3 viral headline options.
• Produce a Messaging Matrix: Pain → Promise → Proof → CTA.

3. Content Engine
• Create a 7-day content plan for X/Twitter **and** LinkedIn.
• Include daily post titles, themes, and tone tips.
• Add 1 short-form video idea that supports the plan.

4. Email Playbook
• Write 3 cold-email variations:
① Value-first, ② Problem-Agitate-Solve, ③ Social-proof / case-study.

5. SEO Fast-Track
• Propose 1 SEO topic cluster that aligns with the product.
• Give 5 blog-post titles targeting mid → high-intent keywords.
• Outline a “pillar + supporting posts” structure.

# OUTPUT RULES
• Use clear section headers (e.g. **ICP**, **Landing Copy**, **SEO Titles**).
• Format in Markdown for easy reading.
• No chain-of-thought or reasoning—deliver polished results only.
"

My input:

product AI-powered scheduling tool for solopreneurs
audience Freelancers & solo founders (25-40) who struggle with time-management
launch_goal Generate leads for upcoming launch
brand_tone Bold and punchy

Read 7 tweets

Hasan Toor

@hasantoxr

Dec 4

Holy shit...Google just dropped CodeMender an autonomous AI agent that finds and fixes security bugs in code by itself.

This isn’t a static analysis tool. It’s a self-reasoning system that patches vulnerabilities and rewrites insecure code before humans even find it.

Let’s break it down ↓

CodeMender is built on Gemini Deep Think models multi-step reasoning LLMs that can analyze, debug, and validate code fixes autonomously.

It’s not just scanning for CVEs. It’s understanding execution flow, data flow, and logic then generating a patch that survives real-world tests.

The scale is ridiculous.

In six months, CodeMender has already upstreamed 72 security fixes across open-source projects some over 4.5M lines of code.

Every fix validated. Every patch human-reviewed.

Read 11 tweets

Hasan Toor

@hasantoxr

Dec 2

Holy shit… I just found out why OpenAI, Anthropic, and Google engineers never worry about prompts.

They use context stacks. Context engineering is the real meta.

It’s what separates AI users from AI builders.

Here's how to write prompts to get best results from LLMs:

Prompt engineering was a hack for the early days of AI like learning to talk to a foreigner using short phrases and keywords.

But today’s models don’t just understand instructions. They understand environments.

Your job isn’t to “prompt” the model.

It’s to architect its context.

Think of context as a digital environment you build around the model before it ever starts generating.

You define:

• Who it should “be” (role/persona)
• What it’s trying to achieve (goals)
• How it should communicate (tone/style)
• What to reference (examples, data, past work)

This is what drives consistent, on-brand, high-quality output.

Read 10 tweets

Hasan Toor

@hasantoxr

Nov 30

Gemini 3.0 Pro just killed consulting as we know it.

Here are the 3 prompts I use to get McKinsey-grade answers instantly 👇

Let me tell you what McKinsey consultants actually do:

1. Analyze industry trends and competitive dynamics
2. Benchmark companies and products
3. Identify strategic risks and opportunities
4. Package it all in fancy slides and charge 6 figures

But guess what?

AI can now do 90% of that instantly.

Let me show you how:

We use these 3 mega prompts for different tasks:

1/ The Consultant Framework

Prompt: "You are a world-class strategy consultant trained by McKinsey, BCG, and Bain. Act as if you were hired to provide a $300,000 strategic analysis for a client in the [INDUSTRY] sector.

Here is your mission:

1. Analyze the current state of the [INDUSTRY] market.
2. Identify key trends, emerging threats, and disruptive innovations.
3. Map out the top 3-5 competitors and benchmark their business models, strengths, weaknesses, pricing, distribution, and brand positioning.
4. Use frameworks like SWOT, Porter’s Five Forces, and strategic value chain analysis to assess risks and opportunities.
5. Provide a one-page strategic brief with actionable insights and recommendations for a hypothetical company entering or growing in this space.

Output everything in concise bullet points or tables. Make it structured and ready to paste into slides. Think like a McKinsey partner preparing for a C-suite meeting.

Industry: [INSERT INDUSTRY OR MARKET HERE]"

Read 7 tweets

Hasan Toor

@hasantoxr

Nov 29

A brand just developed a comprehensive content plan, built a complete calendar, and published automatically with a single AI tool in one hour.

Pippit AI enables you to generate high-converting videos, images, and social content seamlessly.

Here’s how it works:

This is the world’s FIRST Marketing Agent does EVERYTHING powered by Vibe Marketing

Create content plans from one sentence, including topics, scripts, hooks, and hashtags.

Make videos and images quickly, matching each platform's style.

Set up a content calendar with daily posts. automatically publish to TikTok, Instagram, and Facebook without manual uploads.

pippit.ai/thoughtform-on…

One message to assets and full content plan
Enter your prompt -> Add your launch details

-> Auto-analyze competitors & platform trends -> Auto-generate assets & a publishing calendar
-> Publish

Read 6 tweets

Hasan Toor

@hasantoxr

Nov 27

🚨 This project just made most AI agents look outdated.

It’s called Better Agents and it supercharges your coding assistant (Kilocode, Claude Code, Cursor, etc), making it an expert in any agent framework you choose (Agno, Mastra, etc) and all their best practices.

This is the future of autonomous AI.

Here’s how it works 👇

Every AI agent demo looks amazing until production hits.

Then reality:
— Agents hallucinate in edge cases
— No version control for prompts
— Zero test coverage
— Debugging = prayer

Better Agents isn't another framework. It's the testing layer everyone forgot to build.

Link: github.com/langwatch/bett…

Better Agents wraps ANY framework (Agno, Mastra, LangGraph) with:
→ Scenario testing
→ Prompt versioning
→ Auto instrumentation
→ Evaluation notebooks

Think pytest for agents, but actually useful.

Read 11 tweets

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