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How to Send Images to DeepSeek Vision-Exp API
api development Aug 21, 2026 6 min read

How to Send Images to DeepSeek Vision-Exp API

DeepSeek’s `deepseek-v4-flash-vision-exp` accepts images alongside text using an OpenAI-compatible Chat Completions message format. You can send images via inline Base64, external URLs, or Files API `file_id`, and control processing with `detail` while respecting token and size limits.

by ahsan
#api #deepseek #ocr #python #vision
GPT-5.6 Sol’s “vision” breakthrough: detection, counting, and why prompts matter
computer vision Aug 17, 2026 8 min read

GPT-5.6 Sol’s “vision” breakthrough: detection, counting, and why prompts matter

GPT‑5.6 Sol isn’t just better at describing images—it shows a major jump in practical vision tasks. In Roboflow’s benchmark, Sol reaches 46.2 mAP@50 for detection and 73.0% for counting, with strong document layout understanding that improves downstream OCR and extraction.

by ahsan
#benchmarking #computer vision #llm #object detection #ocr

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