SevenTnewS

DeepSeek

DeepSeek-V3, DeepSeek-R1, Coder and the Chinese breakthrough in open source LLMs.

5 published articles

Featured2 min read

API economics

DeepSeek V4 drops in July with a pricing shift that will hurt if you code when the sun is up

DeepSeek V4 arrives mid-July with peak-load pricing. The API costs double during business hours, up to $1.74 per million output tokens, but off-peak rates can be a steal for cache-hit workloads.

2026-07-09

2 min read

Artificial Intelligence

DeepSeek-OCR 2 Brings Visual Causal Flow to Open-Source Document Understanding

DeepSeek-OCR 2 introduces Visual Causal Flow for human-like visual encoding. Now open-source on GitHub, the model supports vLLM and Transformers, dynamic resolution (up to 1,216 visual tokens), and document-to-markdown conversion.

2026-07-09

5 min read

Model Release

DeepSeek-V4 preview lands, and the open-weight math gets harder for everyone

DeepSeek unveils DeepSeek-V4 preview with top-tier reasoning and stronger agent abilities, now available across platforms. The release signals a major escalation in the open-weight AI race, putting pressure on OpenAI and Google to justify their closed-source strategies.

2026-07-05

2 min read

LLM Inference Optimization

Aleph Alpha builds a theoretical inference model to decode DeepSeek V3 performance from hardware primitives

Aleph Alpha's theoretical model predicts DeepSeek V3 inference performance from hardware parameters alone, revealing how GPU count and interconnect bandwidth shift the bottleneck between compute, memory, and communication.

2026-07-04

3 min read

Artificial Intelligence

DeepSeek's new model makes efficiency the AI arms race front line

DeepSeek has released a new LLM that sharpens its competition with major AI labs by betting on efficiency over brute force. The model aims to offer strong performance with optimized resource usage, reflecting a broader industry pivot toward cost-effective AI.

2026-06-30