1 min read
2026 Predictions: The Rise of Multimodal AI Applications
As 2025 closes, multimodal AI has moved from impressive demos to practical applications. Here are my predictions for how multimodal capabilities will…
Multimodal
12 articles
1 min read
GPT-4o Vision: Building Image Analysis Applications
GPT-4o vision provides remarkable understanding of images, but always validate outputs for critical applications. Combine with traditional computer vision…
1 min read
Multimodal RAG: Retrieval Across Text, Images, and Documents
Multimodal RAG unlocks intelligence from documents containing text, tables, and images.
1 min read
Multimodal RAG Advances: Images, Documents, and Beyond
Multimodal RAG unlocks knowledge trapped in visual formats. Start with document-heavy use cases where diagrams and charts carry critical information.
7 min read
Multimodal RAG on Azure: Caption PDF Figures Before You Embed Them
Make diagrams and charts in PDFs retrievable with Document Intelligence 4.0 figure extraction, GPT-4o descriptions and Azure AI Search hybrid queries.
7 min read
Gemini 2.0 Flash Experimental: What It Means for Azure-First Teams
What Google actually shipped with Gemini 2.0 Flash in December 2024, what is still experimental, and when an Azure-first team should run a trial.
3 min read
GPT-4o: Multimodal AI Gets Real-Time
Total latency: 2-5 seconds. GPT-4o processes audio natively - 232ms average response time. That's human conversational speed. The model understands tone…
2 min read
GPT-4o Released: OpenAI's Fastest and Most Capable Multimodal Model
Today OpenAI announced GPT-4o (the "o" stands for "omni") - their new flagship model that can reason across audio, vision, and text in real time. This is…
1 min read
Multimodal Conversations with GPT-4o
A typical multimodal conversation might look like: \n{code snippet}\n For real time applications: Managing context across modalities: 1. Maintain coherent…
1 min read
The Future of Multimodal AI: What's Next After GPT-4 Vision
Each modality is handled separately, then combined. This works, but has latency and integration challenges.
1 min read
Video Understanding with AI: Frame Analysis and Summarization
1. Sample strategically Key frames, not every frame 2. Consider context Include enough frames for continuity 3. Optimize extraction Balance quality and…
1 min read
GPT-4 Multimodal: Understanding Vision Capabilities
GPT-4 Vision opens new categories of applications. Start planning your use cases now so you're ready when access becomes available.