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Neijuan

2 GoKawiil briefs on this topic

'Neijuan' term describes China's economic and social overwork trap

Neijuan, translated as 'involution,' describes a phenomenon where competition intensifies without producing proportional gains, leading to overproduction, price wars, and deflationary pressure among businesses. On a personal level, it reflects the experience of individuals who work harder under fierce competition yet see no real improvement in outcomes, resulting in stress and burnout. The concept originated from anthropologist Alexander Goldenweiser's 1937 work on cultural stagnation and was later adapted to describe modern Chinese economic and social conditions.

Developer finds GPT-6 'Astra' burns billions of tokens with no usable code output

A software engineer tested OpenAI's GPT-6 Astra model by setting up an autonomous 'software factory' where the model managed its own workflow, context and subagents to build a Python variant with virtual threads and lexical scoping. After roughly 35 hours and about 4 billion tokens consumed, the effort produced nothing usable and taught the author little about how to actually apply the model to real software engineering work.