Embeddings on Cyril's Cloud & AI Daily

Azure Document Intelligence and Azure Content Understanding: a practical guide

Wed, 07 Oct 2026 00:00:00 +0000

There’s been an important development in the Agentic RAG & Foundry IQ space that caught my attention, and I wanted to break it down — not just what was announced, but why it matters and how it fits into the bigger picture.

What’s New

Document-processing tools can appear straightforward when every input follows a predictable format. Production workloads are rarely that tidy. Invoices arrive in different layouts, contracts hide important facts in prose, and a single business process can span PDFs, Office documents, images, audio, and video.

Announcing Azure AI Speech LLM 2607: Better Multilingual Accuracy, Easier Customization

Thu, 10 Sep 2026 00:00:00 +0000

There’s been an important development in the Microsoft Foundry space that caught my attention, and I wanted to break it down — not just what was announced, but why it matters and how it fits into the bigger picture.

What’s New

Azure AI Speech continues to deliver regular improvements to LLM Speech throughout the year, helping developers build more accurate and capable voice experiences. We’re announcingLLM Speech 2607, our latest model update, which brings improvements in multilingual recognition and mixed-language audio inputs, along with an enhanced experience for the phrase list feature.

Accelerate Edge AI Development with Foundry Local

Thu, 04 Jun 2026 00:00:00 +0000

What’s New

AI is no longer confined to cloud experiments. Developers are increasingly expected to deliver AI inside apps, devices, and edge systems where responsiveness, privacy, resilience, and local control are essential. But building those experiences for production is still difficult.

Build smarter document workflows: What’s new in Azure Content Understanding at Build 2026

Wed, 03 Jun 2026 00:00:00 +0000

There’s been an important development in the Azure OpenAI & GPT Models space that caught my attention, and I wanted to break it down — not just what was announced, but why it matters and how it fits into the bigger picture.

What’s New

Azure Content Understanding in Foundry Tools is Microsoft’s comprehensive content AI service. It ingests diverse data types — documents, audio, images, and video — and extracts the most critical information to power well-grounded, reliable generative AI and agentic solutions. Azure Content Understanding brings together Azure Document Intelligence’s proven traditional AI with advanced LLM-based content reasoning, enabling both structured and unstructured content extraction, as well as multimodal understanding to address your full spectrum of processing needs.

What’s new in Microsoft Foundry | May 2026

Sun, 31 May 2026 00:00:00 +0000

What’s New

TL;DR

Trace-based evaluation for external and hosted agents:Grade real production traces from Foundry, GCP, AWS, or any framework — no hand-curated datasets required.
Grok 4.3:xAI’s latest model lands in Foundry for advanced agentic and domain-specific workloads.
DeepSeek V4:DeepSeek’s newest model family expands open-model choice in the catalog.
Fireworks AI — May update:DeepSeek V4 Pro and Kimi 2.6 arrive via Fireworks for high-performance open-model inference.

Foundry Local 1.1: Live Transcription, Embeddings, and Responses API

Tue, 12 May 2026 00:00:00 +0000

There’s been an important development in the RAG (Retrieval Augmented Generation) space that caught my attention, and I wanted to break it down — not just what was announced, but why it matters and how it fits into the bigger picture.

What’s New

Today we’re announcing the1.1.0 release of Foundry Local— Microsoft’s cross-platform local AI solution that lets developers bringAI directly into their applicationswith no cloud dependency, no network latency, and no per-token costs.