token costs2 articles
The Tokenpocalypse Is Here, and a Neanderthal Saw It Coming
The article argues that AI's enormous and growing costs are creating serious economic strain, as demonstrated by quirky cost-cutting measures like "Caveman" — a tool that strips Claude's output down to primitive language to reduce token usage. The author draws parallels to historical technology investment bubbles (canals, railways, electrification), warning that AI's voracious consumption of capital, energy, and resources is distorting broader tech and memory markets without yet delivering sustainable profits. Using Douglas Adams' "Shoe Event Horizon" as a metaphor, the piece concludes that AI companies are in a race to prove profitability before investor confidence collapses, with no clear end in sight.
DeepSeek's 75% Price Cut Is Now Permanent. That's a 34x Gap on Output Tokens Versus GPT-5.5.
Deepseek has made its 75% price discount on its flagship model, Deepseek V4 Pro, permanent, with output tokens now priced at just $0.87 per million — roughly 34 times cheaper than GPT-5.5's $30 per million. While Deepseek V4 Pro lags behind top frontier models like GPT-5.5 and Opus 4.7 in raw performance, the dramatic price gap makes it particularly attractive for token-heavy applications like agentic AI systems. However, raw token pricing doesn't tell the whole story, as token consumption per task also significantly affects real-world costs.