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Meta's AI safety mess just keeps getting worse
New reporting says Meta ran a secret program that paid hundreds of contractors, sometimes including people pretending to be kids and teens, to have disturbing conversations with its AI so it could be trained on them. Reuters, WSJ, and the Guardian are all running this today, and the UK data watchdog is already asking Meta for answers. This is the kind of story that makes regulators move fast. If you build anything with AI in your products, the message is clear: safety testing done in secret is not going to cut it anymore.
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Built a workflow that reads long contracts and answers questions on WhatsApp
Every procurement or contracting team has the same problem: someone has to sit down and read a 60-page tender or contract just to find one deadline, one clause, one number. That takes hours. And once it's read, the knowledge just disappears — filed away in a PDF nobody wants to reopen. Ask the same question three weeks later, and someone's re-reading the whole thing again. I built a workflow that fixes this. Upload the document, and it automatically: → Pulls out key details — deadlines, insurance requirements, compliance terms — into a tracker → Becomes something you can message on WhatsApp or Telegram → Ask it anything — "what's the insurance requirement?" — and it replies with the answer, cited to the exact section Here's the part that almost didn't work: early on, the system would confidently say "this information isn't in the document" — even when it clearly was. The document was being processed in a way that split important details apart, so the system genuinely couldn't find the full answer. Fixing that one thing took accuracy from unreliable to 100% correct on every question I tested. Now it's 30 seconds instead of 3 hours. No app, no dashboard. Just a message. Happy to walk through how it's built if anyone wants to see it — drop a comment.
Built a workflow that reads long contracts and answers questions on WhatsApp
Trackflow
This workflow tracks LinkedIn activity, gathers relevant posts, and keeps the key updates in one organized space. From company announcements to hiring trends and industry conversations, it helps you stay informed and identify potential buyers without spending hours researching. Interested in using it for your outreach? Send a message and I'll help you set it up.
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Trackflow
AI Research Assistant
Do you know your updates could show up in one place, already summarized and organized? That's exactly what this workflow does. This workflow collects content from multiple sources, creates quick AI summaries, and stores everything in a structured format for easy access. This workflow is useful for anyone who needs to stay informed across multiple channels without spending hours gathering and sorting information manually. If you want to automate this process, send a message and let's automate
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AI Research Assistant
How I Book 13 Meetings in a Day with Just 966 Emails (No Guesswork)
Generic pitches don’t work anymore. You’re emailing busy business owners — they don’t care what you do. They care about what’s wrong on their end. Here's what works now: Scrape any business from platforms like Yelp, BokaDirect, TruePeopleSearch, Apollo, IG & more Verify every email before hitting send Run full audits on their site (SEO, UX, mobile, speed, performance, all of it) Write laser-personalized emails based on their actual problems No website? It still writes an email based on that specific gap Sends 2-3 automated but smart follow-ups Updates CRM logs — hands-free So instead of 10,000 generic blasts and hoping for 10 replies... You're sending 966 sniper shots and booking 13 meetings. No manual effort. No scraping costs. Just results. Proof? Here’s what happened in yesterday’s campaign. It's not theory. It’s already working — for me and many other agencies.
How I Book 13 Meetings in a Day with Just 966 Emails (No Guesswork)
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