CV Brief · Sunday, 23 August 2026
CV Brief
Tools & Releases
Stampli cuts launch hours 68% using ChatGPT Work
Stampli compressed weeks of launch work into days using ChatGPT Work and Codex for rapid development. Relevant for CV teams evaluating AI-assisted tooling to accelerate model deployment pipelines and reduce time-to-production.
Read more →Tutorials & Guides
DeepSeek V4-Flash-Vision: 384 tokens per image efficiency gains
DeepSeek released V4-Flash-Vision-Exp with a significant reduction in tokens per image (384), improving inference speed and cost for vision tasks. This directly impacts production deployment costs and latency for CV pipelines using multimodal models.
Read more →ONNX to Engine: Deploy models on Jetson edge hardware
Practical guide on converting ONNX models to optimized engine formats for Jetson deployment, covering edge AI workflows and SSH-based configuration. Essential for practitioners deploying CV models to embedded systems in production.
Read more →Getting Started in CV/ML
Dataset quality fundamentals from industrial CV project experience
Firsthand account of managing datasets in early-stage industrial computer vision projects, covering practical challenges in data preparation and organization. Relevant for teams scaling CV systems beyond prototypes.
Read more →pHash deduplication for video crops: use Hamming distance ≤10 as your threshold. Too tight misses duplicates, too loose removes valid unique crops.