AI Models
The efficiency-focused challenger and how it keeps closing the gap.

DeepSeek-V4-Flash-0731 exited preview at $0.14/$0.28 per million tokens, beating DeepSeek’s own 1.6-trillion-parameter Pro model on agentic coding benchmarks.
Palo Alto Networks’ Unit 42 found a threat actor wiring DeepSeek into an open-source agent framework to autonomously attack 460+ servers. Here’s what happened.