28 https://
news.smol.ai/issues/25-07-2
4-cogsurf-cursor
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CogSurf Cursor News Update July 25 2025
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Prompting alternatives to code based task execution methods
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Coders want everything to be code but you can prompt these things all sorts of ways.
— Ethan Mollick (@emollick) 25 juillet 2025
"Show me the thing that Frank Sinatra mentions before he talks about jupiter and mars" pic.twitter.com/siY8emd4OICoders want everything to be code but you can prompt these things all sorts of ways. "Show me the thing that Frank Sinatra mentions before he talks about jupiter and mars"
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NP Problems: Easy to Verify in Hindsight
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NP is the class of problems that are easy in retrospect.
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MCPs ChatGPT Integration: Limitations and Developer Capabilities
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The state of MCPs with ChatGPT is confusing, here's what we found: As an end-user, you can connect MCPs to ChatGPT connectors, but those MCPs must only two tools: `search` and `fetch`. Also, they only work in deep research or agent mode. As a developer, you can use MCP with
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Bulk PDF Data Extraction for Large Scale Applications
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Anyone who is doing bulk operations for things like structured data extraction against large numbers of PDFs… or anyone with a app that serves thousands of users
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Claude Code: Custom Subagents for Team Collaboration
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Claude Code now allows creating custom subagents which can work as a team.
— 🚨 AI News | TestingCatalog (@testingcatalog) 24 juillet 2025
Examples could be:
– Software Architect
– Code reviewer
– QA tester
Running an entire company from the terminal 🤖 https://t.co/FZs9K3Fbhb pic.twitter.com/bmjANsbz7tClaude Code now allows creating custom subagents which can work as a team. Examples could be: – Software Architect
– Code reviewer
– QA tester Running an entire company from the terminal -
Halting Problem and Fractal Boundaries in Algorithm Analysis
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The halting problem refers to the difficulty to determine whether an algorithm leads into an infinite loop (for all algorithms), whereas the fractal demonstrates a function where that boundary can always be discovered with arbitrary precision.
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Code an App Before Lunch, Become a Millionaire by Dinner
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Vibe-code an app before lunch, millionaire by dinner.
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Anthropic 10x Tier 2 Rate Limit: 450K Tokens Per Minute
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Anthropic just 10x the rate limit tier 2 and up Tier 2 is the one you get when you've bought at least $40 of credits – previous rate limit for Sonnet 4 was 40,000 tokens per minute, the new limit is 450,000 tokens per minute! (Tier 2 request-per-minute has stayed at 1,000)
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Halting Problem Maps: Philosophical Implications in Computing
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Are they halting problem maps or simply halting maps? Halting problem maps may be philosophically quite interesting