AI tools, agents, and data workflows. What actually works in production — not hype.
Joined May 2023
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You liked 50 posts from small creators today.
How many did you actually help grow?
A like shows appreciation.
A thoughtful reply starts a conversation.
A share puts their work in front of new people.
If you want to support small accounts, go beyond the like.
Asked ChatGPT if the hackers might target my $50 on Binance.
It replied:
"Relax. Even the hackers have standards." 😂
If code works perfectly on my machine, what exactly changes when I deploy it to production?
Why?
Why?
🥲
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Model A wins the benchmark.
Model B solves my actual task.
Model C costs less to run.
Which one is the best model?
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the internet has taught me that you can find an expert opinion on absolutely anything.
Including things nobody was asking about. 🤐
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Anthropic Way retweeted
your ai agent is lying to you. and the dashboard is helping it.
i simulated 6,000 ai loops. same ideas, same noise, three different rules for keeping a change.
the rule that looks the smartest reported +2.37. the real gain was +1.16.
watch the spider fall. that’s the exact moment the dashboard meets reality.
the math, the fix, the folder, the runner and 19 diagrams are in the article below.
Another day of trying to balance making progress with learning new things.
The difficult part is knowing when research has given you enough information to start doing the actual work.
I don't always get that timing right. 😑
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The most satisfying part of finishing a task is closing all the tabs you opened while trying to finish it.
Until you realise one of them contained the next task. 😶
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If I haven’t replied to you yet, there’s probably a simple reason.
Your post got buried before I saw it, or I took some time away from X to handle life offline.
I still make an effort to connect with people as much as I can.
So don't take your support away. Stay connected. Grow together,♥️
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If you could watch one hour of how another team works, which team would you choose:
-infrastructure
-product design,
-security
-customer support?
I wish I were starting my bachelor's degree in computer science today.
Imagine being a university student in the AI era. What a time to learn, experiment, and build.
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Why do so many SaaS products make it easy to start a subscription and surprisingly difficult to understand what happens when you cancel?
road to 1K is taking longer than expected 😅
697/1,000.
Help me push this across the finish line. 🤝
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