Four Ways to Reach a Model in Another Azure Region From Microsoft Foundry
Author(s): Dave R | Microsoft Azure & AI MVP ☁️ Originally published on Towards AI. How each pattern handles identity, routing, and private networking, and which Foundry features stop working when a gateway sits in the path. Microsoft Foundry model availability is …
Four Ways to Reach a Model in Another Azure Region From Microsoft Foundry
Author(s): Dave R | Microsoft Azure & AI MVP ☁️ Originally published on Towards AI. How each pattern handles identity, routing, and private networking, and which Foundry features stop working when a gateway sits in the path. Microsoft Foundry model availability is …
Build an AI Agent Evaluation with JEV
Author(s): Quan Huynh Originally published on Towards AI. Build an AI Agent Evaluation with JEV Build a small eval harness for a tool-using AI agent: code checks the work it did, and JEV judges the words it wrote. One run of my …
Confidence Comes From Experience: What XConf Changes About How We Measure LLM Confidence
Author(s): luisacsfreitas Originally published on Towards AI. Confidence Comes From Experience: What XConf Changes About How We Measure LLM Confidence Anyone who has put an LLM in charge of a real decision knows the question that comes right after the demo: when …
Qwen-Image-2.1 Is the Best Local Image Model in 2026. The Download Is 33 GB.
Author(s): Ankit Agrawal Originally published on Towards AI. Qwen-Image-2.1 tops both blind image arenas among downloadable models. Here is the VRAM, the speed on a 4090, and the licence. Qwen-Image-2.1 is 7 billion parameters. The download is 33 gigabytes. It runs in …
Jev Doesn’t Write, It Decides: Games Today, Company Data with Care, Computer Vision Next
Author(s): luisacsfreitas Originally published on Towards AI. Jev Doesn’t Write, It Decides: Games Today, Company Data with Care, Computer Vision Next Most of what we build with LLMs is not writing. It is deciding. Which team gets this email. Is this message …
OpenAI Prompt Cache Diagnostics: Find the Prefix Drift Making Your AI App Expensive
Author(s): Ethan Mark Originally published on Towards AI. OpenAI Prompt Cache Diagnostics: Find the Prefix Drift Making Your AI App Expensive Your agent did not get smarter overnight. It may simply have gotten more expensive. A long-running AI workflow can look healthy …
Java + AI: The Stack Nobody Is Talking About
Author(s): Codebook Fusion Originally published on Towards AI. Every time someone asked me how to add AI to a Java backend, I gave the same answer in one breath: pick Spring AI or LangChain4j, done. I was answering the wrong question. IMAGE …
OpenAI Agents API Artifact Contract: Make Long-Running Agent Work Reviewable
Author(s): Ethan Mark Originally published on Towards AI. OpenAI Agents API Artifact Contract: Make Long-Running Agent Work Reviewable OpenAI Agents API Artifact Contract An agent that says “done” has not necessarily delivered anything a person, service, or next agent can safely use. …
Beyond ‘COPY INTO’: Capturing, Logging, and Offloading Bad Data in Snowflake
Author(s): Preethi Kaluva Originally published on Towards AI. Beyond ‘COPY INTO’: Capturing, Logging, and Offloading Bad Data in Snowflake If you’ve ever ingested raw CSVs from S3 into Snowflake for more than a few weeks, you’ve probably had a version of this …
Gemini Antigravity Agent Migration: Update Tool Calls Without Silent Breakage
Author(s): Anna Jey Originally published on Towards AI. Gemini Antigravity Agent Migration: Update Tool Calls Without Silent Breakage Gemini Antigravity Agent Migration A model-string change can be easy. A tool-contract change is a production migration. Here is how to move safely when …
AI-Native Supply Chain Planning: Beyond Automation
Author(s): Ramkumar K Originally published on Towards AI. AI-Native Supply Chain Planning: Beyond Automation Planning cycles across supply chains have traditionally been shaped by how much one person could review in the time available. AI is changing that. Most discussions focus on …
What is Jev?: How Jev Works Inside an AI Agent
Author(s): Muhammad Haider Tallal Originally published on Towards AI. TypeSafe’s decision model, examined through public tests, developer demonstrations and the details that matter when software acts on its answers. A customer reports that their Stripe integration has been failing for three days …
Are AI Wrappers Actually Businesses? An Architectural Reality Check
Author(s): Webstack Originally published on Towards AI. Are AI Wrappers Actually Businesses? An Architectural Reality Check You can build a functional SaaS application in a single weekend. You install Next.js, set up Stripe, configure an OpenAI API key, and write a form …
Coding an Agent: Decisions Without Decoding
Author(s): Enzo Lombardi Originally published on Towards AI. Reading answers out of a hot KV cache instead of generating them Most of what a coding agent asks its model is not a question that needs an essay. Is this conversation worth remembering. …
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