Exclusive | The Sudden Fall of OpenAI’s Most Hyped Product Since ChatGPT - wsj.com
Exclusive | The Sudden Fall of OpenAI’s Most Hyped Product Since ChatGPT wsj.com
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Ben Armstrong of MIT on the Future of Work and Adapting to Technological Change
Ahead of ODSC AI East , specifically our new AI X Leadership Summit , we’re talking with the people who know how to make the most out of AI in business . These AI leaders have seen what works — and what doesn’t work — better than anyone, and we’re picking their brains so fellow AI decision-makers can learn from their experience. Today, we’re speaking with Ben Armstrong of MIT . Ben Armstrong is the executive director and a research scientist at MIT’s Industrial Performance Center , where he co-leads the Work of the Future initiative . His research and teaching examine how workers, firms, and regions adapt to technological change. His current projects include a national plan for the U.S. manufacturing workforce in partnership with the Department of Defense, as well as a regional playbook de
Cleaned 10k customer records. One emoji crashed my entire pipeline.
Cleaned 10k customer records. One emoji crashed my entire pipeline. Was scraping ecommerce product reviews last month. Got 10k records, ran a cleaning script to normalize text before feeding it to a sentiment analysis tool. Script ran fine on test data (500 rows). Pushed it to production. 48 minutes in, the whole thing just stops. No error message. Just frozen. Thought it was memory. 10k rows shouldn't be a problem, but maybe something leaked. Restarted the process, added memory tracking. Same thing. Froze at exactly the same spot (row 6,842). Checked the CSV manually. Row 6,842 looked fine. Customer name, review text, rating. Nothing weird. Then I noticed it. The review had a 💩 emoji in it. Specifically: "This product is 💩 don't buy it" Encoding hell My script was using basic text encod
Scraped 300 pages successfully. Site updated robots.txt at page 187 and blocked me.
Scraped 300 pages successfully. Site updated robots.txt at page 187 and blocked me. Building a price tracker for electronics. Target: 300 product pages across an ecommerce site. Tested first 20 pages, everything worked. Ran the full scraper overnight. Woke up to find 187 products scraped, then nothing. Zero errors in my logs. What happened The site admin updated their robots.txt while I was sleeping. Added Disallow: /products/* between page 187 and 188. My scraper checks robots.txt once at startup, then runs. By page 188, their server started returning 403 Forbidden. Fun times. The mess I made First attempt: Just scraped the remaining 113 pages ignoring robots.txt. Got IP banned within 15 minutes. Smart. Second attempt: Added 5 second delays between requests. Still banned. Slower this time
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Built a script to categorize expenses automatically. Saved 3 hours/month.
Built a script to categorize expenses automatically. Saved 3 hours/month. Spent every Sunday sorting bank transactions into categories for my freelance accounting. Business meals, software subscriptions, travel, office supplies. Copying stuff from my bank CSV into a spreadsheet. After 6 months of this I finally snapped and wrote a Python script. Before (the painful way) Every week I'd download my bank CSV export. Then open it and categorize each transaction myself: Transaction at "Starbucks" → Business meal "AWS Invoice" → Software/tools "United Airlines" → Travel "Office Depot" → Office supplies For maybe 40 to 60 transactions per week this took about 45 minutes. Hated it. The script Basic Python that reads the bank CSV and categorizes based on keywords. Nothing fancy. import pandas as pd
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