DeepTrain / Journal
Hard problems deserve more than chat.
Featured / Essay
Too Smart to Prompt
Frontier language models now spend days solving century-old math problems. They also find groundbreaking vulnerabilities in open source codebases that humans have spent decades perfecting. Companies need to go beyond chat to get the most impact.
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The 4 patterns of long-horizon agents
Multi-touch, always-on, /goal, and missions. Four patterns of agent work, distinguished by how they carry context, keep working, and test the result.
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