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In this tutorial, I’ll show you how to serve a multi-user local AI agent as a REST API using FastAPI, then add a lightweight Streamlit UI on top.
Instead of interacting with the agent through a terminal, we’ll expose it over HTTP so multiple users can access it through a chat-style frontend interface. Each session will maintain its own conversation history and streamed...
Not every AI feature needs a cloud model, with its per-token bills, network round-trips, and private data leaving your machine. If you're on a modern Mac, a capable language model is already on your disk.
Foundation Models is Apple's Swift framework for working with large language models. It's the on-device model behind Apple Intelligence, Apple's Priv...
In this article, you'll learn how to optimize SQL Server performance using T-SQL query tuning, indexing strategies, execution plans, and real-world optimization techniques for enterprise applications.
Slow SQL queries are one of the biggest bottlenecks in enterprise applications. This guide demonstrates how to analyze execution plans, design effective indexes, rewrite ...
PDF documents are commonly used for agreements, forms, approvals, invoices, reports, applications, and other documents that may need a signature or additional text before they are shared.
A traditional workflow often involves printing the document, signing it by hand, scanning it again, and sending the new file. For a simple electronic signature, that process adds unne...
A colleague asked me to help debug what looked like a permissions issue in their SaaS project management tool. Users were seeing resources they hadn't created.
I pulled up the query logs expecting something subtle. It was not. The list endpoint had no tenant_id filter at all. Every tenant in the database could read every other tenant's projects. The application never t...