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ExternalSoftware Engineering
DEV Community

AI Agents That Speak SQL: Text-to-SQL with Hugging Face smolagents

The problem with "classic" Text-to-SQL The simplest way to connect an LLM to a database is a single-pass pipeline: the user writes a question in natural language, the model generates a SQL query, and that query is executed directly against the database. This is, for example, the approach followed in freeCodeCamp's tutorial "How to Talk to Any Database Using AI", where a Python script builds a prompt with the table schema and asks a model to return raw SQL. The problem is that this pipeline is

sqlserveraillm
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ExternalSoftware Engineering
DEV Community

Architecting an Enterprise RAG Platform: Shifting from AI Hype to Production Trust on AWS

Moving Generative AI from a proof-of-concept sandbox into an enterprise-grade solution requires shifting our engineering focus from what AI can do to what enterprises can trust. Modern organizations generate immense repositories of institutional knowledge—ranging from complex corporate refund policies to intricate regulatory guidelines. While data availability is rarely the issue, efficiently retrieving it remains a massive operational bottleneck. Workforce productivity drops significantly when

aiawsarchitecture
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ExternalSoftware Engineering
DEV Community

Everyone on the team is running agents. Nobody's running the same plan.

This is the first of a 3-part series on human-agent teamwork. In part one (this article), we'll cover "single-player" mode, in which team members run their own agents independently. Part two will explore "multi-player" mode, in which autonomous agents join teams. Part three takes the long view: what teams look like once human-agent teamwork is the default, not the exception. We'll link to parts two and three here once they're published. Two people on the same team spent a week -- and millions of

teamworkaiagents
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ExternalSoftware Engineering
DEV Community

Understanding React DOM: The Bridge Between React and the Browser

Understanding React DOM: The Bridge Between React and the Browser If you've worked with React, you've probably used ReactDOM many times. But what exactly does it do behind the scenes? In this article, we'll explore React DOM, how it works, why it's important, and how it efficiently updates your web applications. React DOM is a package that acts as a bridge between React components and the browser's Document Object Model (DOM). React itself is responsible for creating and managing components, w

frontendjavascriptreact
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ExternalTechnology Trends
The Verge Tech

Netflix reportedly considers adding always-on channels

Netflix is thinking about adding always-on channels that would stream specific shows and movies, according to The Wall Street Journal. The move sounds like a Netflix version of always-on services like Pluto TV and Tubi, except the big hook for those is that they're free - because of the ads you have to watch. Netflix has seen success with its ad-supported tier, which is increasingly popular, but it costs $8.99 per month after a recent price hike. Netflix is also apparently considering selling b

The Verge TechRead original
ExternalSoftware Engineering
DEV Community

3 Claude Code habits that were quietly costing me (and the fixes I actually run)

I run Claude Code every day — it builds real tools for my business. Three habits kept burning me. Every fix below is something running on my machine right now, not theory. The worst one. Claude finishes a change, says "done ✅", and the code was never run. You find out later, when it breaks. A rule in CLAUDE.md ("never say done without verifying") helps, but rules get ignored under pressure. What actually fixed it: a Stop hook — a script that runs every time Claude tries to end its turn. If no ve

aiproductivitydevtools
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ExternalSoftware Engineering
DEV Community

I got tired of Django being left behind in UI, so I built a shadcn/ui equivalent.

For years, the React and Next.js ecosystems have had a massive advantage: premium, plug-and-play UI components. Tools like shadcn/ui completely changed how developers build interfaces by offering beautifully styled, accessible components with zero vendor lock-in. Meanwhile, if you were building a monolith with Django, htmx, and Alpine.js, you were left out in the cold. You either had to wire up custom HTML/CSS from scratch, fight with the complex configurations of heavy runtime libraries, or rel

webdevpythondjango
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