Before deploying my contract AI, I created 50 test scenarios. Here are the 10 that broke the most agents (and why they matter): 1. THE AMBIGUOUS QUERY Test: “What about the 10th?” Why it matters: Could mean billing cutoff Could mean date in a month Could mean 10th item in a list

Before deploying my contract AI, I created 50 test scenarios. Here are the 10 that broke the most agents (and why they matter): 1. THE AMBIGUOUS QUERY Test: “What about the 10th?” Why it matters: Could mean billing cutoff Could mean date in a month Could mean 10th item in a list

The South, along with Iowa are where NFL players mostly come from.

I used to spent 6 hours manually creating a social media carousel. Research: 2 hours Writing: 1 hours Design: 3 hour Result: One carousel Then I found an automation that does it in 8 minutes. Here's what it does: Input: "Claude 4 launch" + "Marketing leaders" Output: A

how to make AI videos so convincing people will question if they're real, using Sora 2 and JSON prompting:

i tried to keep this private but Vas convinced me to release it... we built the Whop Apps Printer - the complete system for making money with mini-apps, including: - why Whop Apps are printing money right now (the golden opportunity) - vas's step-by-step vibe-coding guide to

@EXM7777 banger list. try –no bg with ChatGPT too, gets you clean icons etc

i'm actually insane for sharing this but here we go... i built the complete AI Image Generation System: - 6-module course covering Gemini, Midjourney, GPT and Seedream 4.0 - blueprints to craft perfect prompts and start making money - 20 JSON templates for Nano Banana - 15

Everyone is talking about this new OpenAI paper. It's about why LLMs hallucinate. You might want to bookmark this one. Let's break down the technical details:

Your website is talking, but is AI listening? You spent years mastering SEO, but the rules just changed. AI assistants like ChatGPT, Gemini, and Perplexity are the new front page. They don't care about your keywords. They care about answers. If your website isn't structured to

Your website is talking, but is AI listening? You spent years mastering SEO, but the rules just changed. AI assistants like ChatGPT, Gemini, and Perplexity are the new front page. They don't care about your keywords. They care about answers. If your website isn't structured to

Manus shared an article on how they manage the context of their agents. It actually includes some pretty practical point. If you’re building or using agents in any sort or form, this can be quite useful.

the CLEAREST path to $5m ARR AI startup is something nobody talks about on X, is BORING and requires 0 venture investors. it's called a leveraged agency. & i'm gonna show you exactly how to build one. Phase 1: learn by doing ($1-5k/month) find a b2b/prosumer problem so boring

My automation with n8n is complete! My priority? Boosting daily productivity while ensuring all my data remains secure and private. If you are a Microsoft 365 or Google Workspace business customer, it's critical that your information stays within your domain, because it isn’t

Just built a WhatsApp AI agent that replaced an entire customer support team. Sold the setup for $2,000 + $500/mo and clients are begging for more. Here’s what it does: – Reads your company’s Google Doc (FAQs, policies, service info) – Lets customers ask anything on WhatsApp –

Everyone's building prompt libraries. I'm building customer intelligence engines. Here's the counterintuitive approach that's generating 4x better results: The Shift: ❌ Teaching AI what to write ✅ Teaching AI how to THINK The Invisible Prompt System: 1️⃣ Layer 1: Decision

Stop drowning in AI tools that don't deliver revenue. Here's your 5-step system to turn AI into a profit machine: 😭 The Problem: You've tried ChatGPT, Claude, Midjourney... but your bank account looks the same. 😊 The Solution: My Revenue Expert's AI Framework 1️⃣ Step 1: Pick

the n8n automation space is full of fake gurus... they show you how to build workflows (they steal most of them) but they can't teach you how to find paying clients (because they've never found paying clients) i spent the day with a friend actually making $17K/month selling

Docker just changed everything for Claude users. No more manual MCP setup nightmares. Here's the simple process: → Download Docker Desktop → Install MCP Toolkit extension → Toggle tools on/off instantly → Connect to Claude in seconds → Access 11Labs, Firecrawl, Perplexity

Perplexity just dropped a game-changing N8N integration. Your AI agents can now scrape real-time data. Here's how to build your own research agent: → Upgrade to N8N beta version 1.98.1 → Create new workflow with AI agent → Add Perplexity tool from tools section → Connect

🚀 The AI adoption gap is widening: Companies implementing AI strategically are seeing 40% lower maintenance costs, 208% revenue growth, and 24/7 customer support. The question isn't whether AI will transform your industry—it's whether you'll be among the transformers or the