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9 contributions to AI Automation Society
I built a news website that researches, writes, and publishes itself every day
Most people hear "automation" and picture a Zap that moves a row between two sheets. I wanted to test how far a full pipeline could leverage with close to zero daily effort, so I built one for real. The site an AI-analyzed Pakistani news reader. Here is what happens every morning at 9 AM without me touching anything: 1. A scheduled AI agent wakes up and pulls the latest headlines from three news sites (Dawn, Geo, Business Recorder). I checked each site's robots first, so the crawling stays compliant. 2. It reads each story, merges duplicates when several sites cover the same event, and writes a short original summary. 3. It scores every story on 6 indicators: economic, political, social, market relevance, political lean, and its own confidence. Risky stories get flagged for human review by rule. 4. It saves the day's data as JSON files, updates the trend history, and commits everything to GitHub. 5. GitHub is connected to Vercel, so that triggers a deployment and the live site updates itself within seconds. Why I'm sharing this: companies do not need more tools, they need repeatable processes that run reliably. That is the skill I'm building: map the workflow, automate the steps, add checks. If you have a manual task that repeats daily or weekly, I'd like to hear it. What is one thing in your work you would automate first?
0 likes • 6d
@Wasilis Paliakoudis you make a solid argument - I'll think about how to improve this
0 likes • 6d
@Scott Mansell currently I have set it such that it crawls multiple times a day so updated info also gets updated on web page
🏆 Win: I've become "the AI employee" at work
Small win, but it means a lot to me, so I'm sharing it here. I started going deep on AI. I tested tools, built small workflows, and kept bringing ideas into my day-to-day work. I was trying to get a title to be honest. I just kept using it and showing people what it could do. Now, whenever someone at my company needs AI help, they come to me. Whether it's "can AI help with this process?", "which tool should we use?" or "how do we set this up?", my name comes up first. Nobody gave me this role. I earned it by showing up consistently and sharing what I learned. What I'm taking from it: - You don't need permission to become the AI employee. Start using it and sharing it. - Visibility matters. A lot of this came from quietly solving problems and then showing people how. - Being useful beats being loud. Real use cases built trust faster than hype would have. Thanks to this community for the push, the ideas and the accountability. A lot of what I've learned started here. 🙌 Has anyone else become the go-to AI person at work? How did it happen for you?
Instantly users - What results are you seeing?
Curious to hear from the community If you're using Instantly: - How long have you been using it for? - What kind of results or progress have you seen (reply rates, meetings booked, deliverability, etc.)? - Any setup tips or gotchas you wish you knew earlier? If you're using something else (Smartlead, Lemlist, Apollo, Woodpecker, Instantly alternatives like Salesforge, etc.): - What are you using instead and why? - How does it compare on deliverability, pricing, or ease of use? Trying to get a real picture of what's actually implementable and beneficial right now vs marketing hype
Claude plans the assets, ChatGPT draws them
I write a game brief in a Doc. Everything after that runs on auto. The chain: 📄 Doc watcher notices a new brief 📄 Read Game Brief pulls the text 🧠 Game Producer (Claude) reads it and writes a full asset plan the way a producer would: what art this game needs, how many pieces, what each one should look like { } Parse Asset Plan turns that plan into structured JSON 🎨 Graphics Artist (ChatGPT) generates each asset in turn, sprite sheets and the rest Two decisions worth stealing: I named every module after a job title, not a function. Game Producer. Graphics Artist. It sounds cosmetic. It is not. Once a module has a job title, writing its instructions becomes obvious, because you already know what that person owns. The producer gives JSON. This is the step most people skip. If your planning model replies in paragraphs, the next module has to guess, and the whole chain turns brittle One more thing worth saying plainly: two vendors, on purpose. Claude does the structured thinking, ChatGPT makes the images. Nothing says one provider has to do every job Which part of your build would you give a job title to?
Which Platform to target?
Curious how everyone here builds AI portfolio. Why and Which platform do you build on?
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Hashaam Shahid
4
21 points to level up
@taskmorph-automation-7770
💡 Aspiring AI Entrepreneur | Project Manager | Gaming Industry Professional

Active 7h ago
Joined Aug 26, 2026
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