CV Brief · Saturday, 23 May 2026
CV Brief
Tools & Releases
Gemini 3.5 Flash Vision: Benchmarks for agentic visual tasks
Gemini 3.5 Flash introduces vision capabilities optimized for agentic, long-horizon workflows. Roboflow benchmarks the model against production vision tasks, providing practitioners direct performance comparisons for deployment decisions.
Read more →Nemotron-Labs Diffusion: Fast text generation with speed-optimized models
NVIDIA releases Nemotron diffusion language models targeting speed-of-light inference for text generation pipelines. Relevant for practitioners integrating generative components into CV systems or building multimodal workflows.
Read more →Specialization over scale: Strategic model selection for production
Analysis shows specialized models outperform scaled general-purpose ones for specific tasks, challenging conventional procurement thinking. Critical for CV teams evaluating which models to deploy given compute and accuracy constraints.
Read more →Getting Started in CV/ML
Real-time tissue viability classification with hyperspectral imaging
A practical guide to deploying hyperspectral imaging systems for real-time tissue classification at the edge. Critical for medical imaging practitioners building production CV pipelines with non-standard sensor inputs.
Read more →Building Diffusion Transformers from scratch in PyTorch
Step-by-step implementation of DiT architecture, bridging Vision Transformers to generative models. Essential for practitioners scaling beyond standard architectures and deploying state-of-the-art generation pipelines.
Read more →For class imbalance: don't just augment the minority class. First ask whether the imbalance reflects real-world distribution. If it does, your model should reflect it too.