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ExternalSoftware Engineering
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Grok Bot and the Rise of AI Teammates

In my last post, I talked about the potential risks AI could bring to humans in the not-too-distant future. what happens when we give AI more freedom to actually do things? Everyone is familiar with the typical AI workflow: We give AI a prompt → AI gives us a response → We do the rest. Explain an unfamiliar API Debug an error Write a test Brainstorm an architecture Summarize some documentation Then we take the response and continue working. We give AI a goal → AI plans → AI uses tools → AI keep

aigrokbotsoftwareengineering
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ExternalSoftware Engineering
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# The Suspiciously Round Number That Stopped Me Cold

I was pulling data from SAP through an OData API — every Internal Order from 2020 to today. The response came back with exactly 1000 rows. Not 987, not 1214. A clean, round 1000. Was I happy? No. I got suspicious. In data work, a number that "too perfect" is usually a lie. Real data comes back messy — fractions, odd totals, nothing that lines up so neatly. That 1000 wasn't telling me "here's your data." It was telling me "this is a ceiling." I tried the standard fix: paginate using OData's own $

hossamassadallahoraclenode
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ExternalSoftware Engineering
DEV Community

The same prediction market has a different ID on every venue

I wanted a cross-venue price comparison for prediction markets and assumed the hard part would be the order books. It was not. The hard part is deciding that two markets are the same market. The Federal Reserve decision at the 16 September 2026 meeting. On Polymarket it is titled Fed Decision in September? at slug fed-decision-in-september-762. On Kalshi it is titled Fed funds rate after Sep 2026 meeting? under ticker KXFED-26SEP, with the date carried in a separate sub_title field reading On Se

apidataopensource
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