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DeepSeek charges the plain text rate for images and caps every one at 384 tokens, which works out to roughly 11,800 screenshots per dollar. Here is the full rate card, the arithmetic against five rival vision models, and the three levers that actually move your bill.

Alibaba's screen-driving agent has no weights, no API and no price. Here are the eight Qwen-UI-Agent alternatives you can put to work today.

DeepSeek's first vision model bills images at the plain text rate, quietly outscores V4-Flash on six of seven text benchmarks, and squashes every image down to roughly 800 by 800 before it looks.

A plain-English guide to Qwen-UI-Agent: the benchmarks Alibaba published, the desktop gap the coverage missed, and why you cannot download or call it yet.

Qwen-UI-Agent scores 92.2% driving real Android phones and beats Claude Opus 4.8 on mobile use. Here is the benchmark gap nobody quotes, and why you still cannot run it.

Ringly.io charges $349 or $799 a month for call minutes. I priced both plans against its own customer data and found the two rules that decide your bill.

OpenAI Astra solved ten open math problems for about $2,000 of tokens, then got its own training runs paused. Here is every confirmed fact, straight from OpenAI.

Slack code formatting is easy once you know which format fits: inline code for tokens, code blocks for short examples, and snippets for longer files.

Learn how to set up Zendesk triggers and automations to save time on repetitive support work. From basic triggers to complex workflows.