# atlas

Published articles for atlas.

This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles.

## CAPIF 5: Regional Interconnectivity in Central Asia

DevFeed: [CAPIF 5: Regional Interconnectivity in Central Asia](<https://devfeed.tech/articles/capif-5-regional-interconnectivity-in-central-asia-41382.md>)

Original publisher: [Read original article](<https://labs.ripe.net/author/anastasiya-pak/capif-5-regional-interconnectivity-in-central-asia/>)

Author: Anastasiya Pak

Published: 2026-09-17T17:29:36Z

Content type: article

Language: en

Sources: [RIPE Labs](<https://devfeed.tech/sources/ripe-labs.md>)

Topics: [Internet](<https://devfeed.tech/topics/internet.md>), [Routing Security](<https://devfeed.tech/topics/routing-security.md>), [networking](<https://devfeed.tech/topics/networking.md>), [Networks](<https://devfeed.tech/topics/networks.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [adoption](<https://devfeed.tech/tags/adoption.md>), [aspa](<https://devfeed.tech/tags/aspa.md>), [atlas](<https://devfeed.tech/tags/atlas.md>), [central](<https://devfeed.tech/tags/central.md>), [connectivity](<https://devfeed.tech/tags/connectivity.md>), [country](<https://devfeed.tech/tags/country.md>), [events](<https://devfeed.tech/tags/events.md>), [internet](<https://devfeed.tech/tags/internet.md>), [ipv4](<https://devfeed.tech/tags/ipv4.md>), [ipv6](<https://devfeed.tech/tags/ipv6.md>), [ixps](<https://devfeed.tech/tags/ixps.md>), [measurements](<https://devfeed.tech/tags/measurements.md>), [progress](<https://devfeed.tech/tags/progress.md>), [region](<https://devfeed.tech/tags/region.md>), [report](<https://devfeed.tech/tags/report.md>), [research](<https://devfeed.tech/tags/research.md>), [ripe](<https://devfeed.tech/tags/ripe.md>), [ris](<https://devfeed.tech/tags/ris.md>), [routing](<https://devfeed.tech/tags/routing.md>), [routing-security](<https://devfeed.tech/tags/routing-security.md>), [rpki](<https://devfeed.tech/tags/rpki.md>), [traffic](<https://devfeed.tech/tags/traffic.md>)

### AI overview

This report examines changes in Central Asia's Internet connectivity since CAPIF 1. It describes more direct regional routes, expanding IXPs, stronger routing security and new links toward Pakistan, China, Azerbaijan and Europe, while noting persistently low IPv6 adoption and continued, though reduced, reliance on routes through Russia.

### Source excerpt

Central Asia's Internet looks very different than it did back at CAPIF 1. We trace the rise of direct regional routes, stronger routing security and new connectivity options - along with the gaps that remain.

## The Internet's New Edge Builders

DevFeed: [The Internet's New Edge Builders](<https://devfeed.tech/articles/the-internet-s-new-edge-builders-11443.md>)

Original publisher: [Read original article](<https://labs.ripe.net/author/armanobosyan/the-internets-new-edge-builders/>)

Author: Arman Obosyan

Published: 2026-09-08T06:55:03Z

Content type: article

Language: en

Sources: [RIPE Labs](<https://devfeed.tech/sources/ripe-labs.md>)

Topics: [Internet](<https://devfeed.tech/topics/internet.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>), [Networks](<https://devfeed.tech/topics/networks.md>), [Network](<https://devfeed.tech/topics/network.md>), [amazon](<https://devfeed.tech/topics/amazon.md>), [Google](<https://devfeed.tech/topics/google.md>), [Meta](<https://devfeed.tech/topics/meta.md>), [Microsoft](<https://devfeed.tech/topics/microsoft.md>)

Tags: [amazon](<https://devfeed.tech/tags/amazon.md>), [architecture](<https://devfeed.tech/tags/architecture.md>), [article](<https://devfeed.tech/tags/article.md>), [atlas](<https://devfeed.tech/tags/atlas.md>), [cdn](<https://devfeed.tech/tags/cdn.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [google](<https://devfeed.tech/tags/google.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [internet](<https://devfeed.tech/tags/internet.md>), [internet-infrastructure](<https://devfeed.tech/tags/internet-infrastructure.md>), [measurements](<https://devfeed.tech/tags/measurements.md>), [meta](<https://devfeed.tech/tags/meta.md>), [microsoft](<https://devfeed.tech/tags/microsoft.md>), [network](<https://devfeed.tech/tags/network.md>), [networks](<https://devfeed.tech/tags/networks.md>), [peering](<https://devfeed.tech/tags/peering.md>), [research](<https://devfeed.tech/tags/research.md>), [systems](<https://devfeed.tech/tags/systems.md>)

### AI overview

The article examines how content and cloud platforms are moving from operating private backbones toward controlling delivery infrastructure closer to users. It discusses the changing role of traditional CDNs, public measurements of international bandwidth, private interconnection and caches within access networks, and what Google and Meta deployments reveal about network operators.

### Source excerpt

After building private backbones, content and cloud platforms are now moving closer to users. In doing so, they are taking on delivery roles once associated mainly with independent CDNs.

## Beyond the Luminance Ramp: A Shape-Aware ASCII Renderer in Three.js

DevFeed: [Beyond the Luminance Ramp: A Shape-Aware ASCII Renderer in Three.js](<https://devfeed.tech/articles/beyond-the-luminance-ramp-a-shape-aware-ascii-renderer-in-three-js-4337.md>)

Original publisher: [Read original article](<https://tympanus.net/codrops/2026/09/04/beyond-the-luminance-ramp-a-shape-aware-ascii-renderer-in-three-js/>)

Author: Edoardo Lunardi

Published: 2026-09-04T15:01:38Z

Content type: tutorial

Language: en

Sources: [Codrops](<https://devfeed.tech/sources/codrops.md>)

Topics: [shape-aware rendering](<https://devfeed.tech/topics/shape-aware-rendering.md>), [ASCII art shader](<https://devfeed.tech/topics/ascii-art-shader.md>), [Three.js shaders](<https://devfeed.tech/topics/three-js-shaders.md>), [Three.js custom shaders](<https://devfeed.tech/topics/three-js-custom-shaders.md>)

Tags: [3d](<https://devfeed.tech/tags/3d.md>), [ascii](<https://devfeed.tech/tags/ascii.md>), [ascii-art-shader](<https://devfeed.tech/tags/ascii-art-shader.md>), [ascii-dithering](<https://devfeed.tech/tags/ascii-dithering.md>), [ascii-shader](<https://devfeed.tech/tags/ascii-shader.md>), [atlas](<https://devfeed.tech/tags/atlas.md>), [browser-based-ascii-renderer](<https://devfeed.tech/tags/browser-based-ascii-renderer.md>), [creative-coding-three-js](<https://devfeed.tech/tags/creative-coding-three-js.md>), [custom-element-webgl](<https://devfeed.tech/tags/custom-element-webgl.md>), [draggable](<https://devfeed.tech/tags/draggable.md>), [draggable-3d-logo](<https://devfeed.tech/tags/draggable-3d-logo.md>), [glsl-ascii-shader](<https://devfeed.tech/tags/glsl-ascii-shader.md>), [glyph-atlas-rendering](<https://devfeed.tech/tags/glyph-atlas-rendering.md>), [glyph-matching-algorithm](<https://devfeed.tech/tags/glyph-matching-algorithm.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [gpu-ascii-rendering](<https://devfeed.tech/tags/gpu-ascii-rendering.md>), [gpu-glyph-search](<https://devfeed.tech/tags/gpu-glyph-search.md>), [interactive-ascii-art](<https://devfeed.tech/tags/interactive-ascii-art.md>), [luminance-ramp-alternative](<https://devfeed.tech/tags/luminance-ramp-alternative.md>), [procedural-ascii-art](<https://devfeed.tech/tags/procedural-ascii-art.md>), [real-time-ascii-rendering](<https://devfeed.tech/tags/real-time-ascii-rendering.md>), [shaders](<https://devfeed.tech/tags/shaders.md>), [shape-aware-ascii-renderer](<https://devfeed.tech/tags/shape-aware-ascii-renderer.md>), [shape-aware-rendering](<https://devfeed.tech/tags/shape-aware-rendering.md>), [three-js](<https://devfeed.tech/tags/three-js.md>), [three-js-ascii-renderer](<https://devfeed.tech/tags/three-js-ascii-renderer.md>), [three-js-custom-shaders](<https://devfeed.tech/tags/three-js-custom-shaders.md>), [three-js-shader-tutorial](<https://devfeed.tech/tags/three-js-shader-tutorial.md>), [three-js-webgl](<https://devfeed.tech/tags/three-js-webgl.md>), [tutorials](<https://devfeed.tech/tags/tutorials.md>), [webgl](<https://devfeed.tech/tags/webgl.md>), [webgl-ascii-art](<https://devfeed.tech/tags/webgl-ascii-art.md>), [webgl-post-processing](<https://devfeed.tech/tags/webgl-post-processing.md>), [webgl-shader-tutorial](<https://devfeed.tech/tags/webgl-shader-tutorial.md>)

### AI overview

A Three.js ASCII renderer improves on luminance-only glyph selection by sampling each character cell's shape and matching it against printable glyphs on the GPU.

### Source excerpt

The Codrops mark, rebuilt as a draggable solid and printed in ASCII on the GPU, where every character cell searches 95 glyphs for its own.

## When Traceroutes Lie: How TTL Jumps Can Give Us a False Impression of the Internet's Topology

DevFeed: [When Traceroutes Lie: How TTL Jumps Can Give Us a False Impression of the Internet's Topology](<https://devfeed.tech/articles/when-traceroutes-lie-how-ttl-jumps-can-give-us-a-false-impression-of-the-internet-s-topology-11453.md>)

Original publisher: [Read original article](<https://labs.ripe.net/author/shk/when-traceroutes-lie-how-ttl-jumps-can-give-us-a-false-impression-of-the-internets-topology/>)

Author: Sebastian Kappes

Published: 2026-09-03T12:03:26Z

Content type: article

Language: en

Sources: [RIPE Labs](<https://devfeed.tech/sources/ripe-labs.md>)

Topics: [Internet](<https://devfeed.tech/topics/internet.md>), [Networks](<https://devfeed.tech/topics/networks.md>), [debugging](<https://devfeed.tech/topics/debugging.md>)

Tags: [atlas](<https://devfeed.tech/tags/atlas.md>), [competition](<https://devfeed.tech/tags/competition.md>), [debugging](<https://devfeed.tech/tags/debugging.md>), [internet](<https://devfeed.tech/tags/internet.md>), [measurements](<https://devfeed.tech/tags/measurements.md>), [networks](<https://devfeed.tech/tags/networks.md>), [research](<https://devfeed.tech/tags/research.md>), [router](<https://devfeed.tech/tags/router.md>)

### AI overview

This article explains how routers that rewrite or fail to decrement TTL values can cause traceroute to omit entire networks and create a false impression of Internet topology. It describes the normal traceroute mechanism and measurements using RIPE Atlas probes to investigate the behavior.

### Source excerpt

Traceroute is a powerful tool for uncovering how packets travel across the Internet. However, as we recently discovered, some routers tamper with the TTL values in traceroute's probing packets, giving you a false view of how networks are actually interconnected.

## 5 Atlas agents essential to how we operate at WorkOS

DevFeed: [5 Atlas agents essential to how we operate at WorkOS](<https://devfeed.tech/articles/5-atlas-agents-essential-to-how-we-operate-at-workos-16001.md>)

Original publisher: [Read original article](<https://workos.com/blog/atlas-agents-at-workos>)

Author: WorkOS

Published: 2026-08-26T00:00:00Z

Content type: article

Language: en

Sources: [WorkOS Blog](<https://devfeed.tech/sources/workos-blog.md>)

Topics: [Bot](<https://devfeed.tech/topics/bot.md>), [Tool](<https://devfeed.tech/topics/tool.md>), [API](<https://devfeed.tech/topics/api.md>), [data](<https://devfeed.tech/topics/data.md>), [Slack](<https://devfeed.tech/topics/slack.md>), [Google](<https://devfeed.tech/topics/google.md>), [Notion](<https://devfeed.tech/topics/notion.md>), [Claude](<https://devfeed.tech/topics/claude.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [agents](<https://devfeed.tech/tags/agents.md>), [api](<https://devfeed.tech/tags/api.md>), [atlas](<https://devfeed.tech/tags/atlas.md>), [bots](<https://devfeed.tech/tags/bots.md>), [data](<https://devfeed.tech/tags/data.md>), [google](<https://devfeed.tech/tags/google.md>), [integrations](<https://devfeed.tech/tags/integrations.md>), [slack](<https://devfeed.tech/tags/slack.md>)

### AI overview

This article describes five Atlas agents that WorkOS teams use in daily operations. It explains how agents are created through Slack, how they connect to internal tools and data sources, and how Wallaby provides governed go-to-market intelligence and actions. The supplied text ends mid-article, so the summary is limited to the available passages.

### Source excerpt

Meet the agents our teams rely on day to day: what each one does, what it's connected to, and where it knows to stop.

## CSS:the bomb inside your inbox

DevFeed: [CSS:the bomb inside your inbox](<https://devfeed.tech/articles/css-the-bomb-inside-your-inbox-7674.md>)

Original publisher: [Read original article](<https://portswigger.net/research/css-the-bomb-inside-your-inbox>)

Author: Gareth Heyes

Published: 2026-08-06T22:00:00Z

Content type: article

Language: en

Sources: [PortSwigger Research](<https://devfeed.tech/sources/portswigger-research.md>)

Topics: [modern web development](<https://devfeed.tech/topics/modern-web-development.md>), [Web Development](<https://devfeed.tech/topics/web-development.md>), [passwords](<https://devfeed.tech/topics/passwords.md>)

Tags: [atlas](<https://devfeed.tech/tags/atlas.md>), [browser](<https://devfeed.tech/tags/browser.md>), [bug](<https://devfeed.tech/tags/bug.md>), [css](<https://devfeed.tech/tags/css.md>), [firefox](<https://devfeed.tech/tags/firefox.md>), [html](<https://devfeed.tech/tags/html.md>), [passwords](<https://devfeed.tech/tags/passwords.md>), [ui](<https://devfeed.tech/tags/ui.md>)

### AI overview

A security paper on abusing discrepancies between CSS/HTML sanitizers and browser rendering in webmail clients. It describes techniques that can cross trust boundaries, spoof UI actions, exfiltrate tokens, and steal passwords, including an Outlook UI-control issue involving HTML labels.

### Source excerpt

Gareth Heyes - gareth.heyes@portswigger.net - @garethheyes It's quite common for webmail clients to render untrusted CSS in a trusted UI. They attempt to make this safe using CSS sanitization. In this

## How MongoDB Atlas Built a Predictive Auto-Scaler

DevFeed: [How MongoDB Atlas Built a Predictive Auto-Scaler](<https://devfeed.tech/articles/mongodb-taught-its-database-to-see-the-future-17938.md>)

Original publisher: [Read original article](<https://read.bytesizeddesign.com/p/mongodb-taught-its-database-to-see>)

Author: Byte-Sized Design

Published: 2026-06-01T06:07:00Z

Content type: article

Language: en

Sources: [Byte-Sized Design](<https://devfeed.tech/sources/byte-sized-design.md>)

Topics: [MongoDB](<https://devfeed.tech/topics/mongodb.md>), [cloud-infrastructure](<https://devfeed.tech/topics/cloud-infrastructure.md>), [Server](<https://devfeed.tech/topics/server.md>)

Tags: [atlas](<https://devfeed.tech/tags/atlas.md>), [mongodb](<https://devfeed.tech/tags/mongodb.md>), [servers](<https://devfeed.tech/tags/servers.md>)

### AI overview

The article describes how MongoDB Atlas built a predictive auto-scaler designed to scale infrastructure before server capacity becomes a problem.

### Source excerpt

How Atlas built a predictive auto-scaler that scales before your servers break a sweat

## ATLAS: Practical scaling laws for multilingual models

DevFeed: [ATLAS: Practical scaling laws for multilingual models](<https://devfeed.tech/articles/atlas-practical-scaling-laws-for-multilingual-models-6750.md>)

Original publisher: [Read original article](<https://research.google/blog/atlas-practical-scaling-laws-for-multilingual-models/>)

Published: 2026-01-27T18:58:00Z

Content type: article

Language: en

Sources: [The latest research from Google](<https://devfeed.tech/sources/the-latest-research-from-google.md>)

Topics: [scaling laws](<https://devfeed.tech/topics/scaling-laws.md>), [Language models](<https://devfeed.tech/topics/language-models.md>), [Training AI Models](<https://devfeed.tech/topics/training-ai-models.md>), [data](<https://devfeed.tech/topics/data.md>), [Google](<https://devfeed.tech/topics/google.md>), [datasets](<https://devfeed.tech/topics/datasets.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [atlas](<https://devfeed.tech/tags/atlas.md>), [data](<https://devfeed.tech/tags/data.md>), [generative-ai](<https://devfeed.tech/tags/generative-ai.md>), [global](<https://devfeed.tech/tags/global.md>), [google](<https://devfeed.tech/tags/google.md>), [language-models](<https://devfeed.tech/tags/language-models.md>), [machine-intelligence](<https://devfeed.tech/tags/machine-intelligence.md>), [models](<https://devfeed.tech/tags/models.md>), [natural-language-processing](<https://devfeed.tech/tags/natural-language-processing.md>), [research](<https://devfeed.tech/tags/research.md>), [scaling-laws](<https://devfeed.tech/tags/scaling-laws.md>), [train](<https://devfeed.tech/tags/train.md>)

### AI overview

ATLAS introduces adaptive scaling laws for training multilingual language models. Based on 774 runs across 400+ languages and evaluations in 48 languages, it helps practitioners choose model size, data volume, and language mixtures while optimizing performance for a target language.

### Source excerpt

Generative AI

## Continuously hardening ChatGPT Atlas against prompt injection

DevFeed: [Continuously hardening ChatGPT Atlas against prompt injection](<https://devfeed.tech/articles/continuously-hardening-chatgpt-atlas-against-prompt-injection-6445.md>)

Original publisher: [Read original article](<https://openai.com/index/hardening-atlas-against-prompt-injection>)

Published: 2025-12-22T00:00:00Z

Content type: article

Language: en

Sources: [OpenAI News](<https://devfeed.tech/sources/openai-news.md>)

Topics: [prompt injection](<https://devfeed.tech/topics/prompt-injection.md>), [Security](<https://devfeed.tech/topics/security.md>), [ai security](<https://devfeed.tech/topics/ai-security.md>), [ChatGPT](<https://devfeed.tech/topics/chatgpt.md>), [OpenAI](<https://devfeed.tech/topics/openai.md>), [browser](<https://devfeed.tech/topics/browser.md>), [Adversarial attacks](<https://devfeed.tech/topics/adversarial-attacks.md>), [Reinforcement learning](<https://devfeed.tech/topics/reinforcement-learning.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [agentic](<https://devfeed.tech/tags/agentic.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-security](<https://devfeed.tech/tags/ai-security.md>), [atlas](<https://devfeed.tech/tags/atlas.md>), [attacks](<https://devfeed.tech/tags/attacks.md>), [chatgpt](<https://devfeed.tech/tags/chatgpt.md>), [hardening](<https://devfeed.tech/tags/hardening.md>), [prompt-injection](<https://devfeed.tech/tags/prompt-injection.md>), [reinforcement-learning](<https://devfeed.tech/tags/reinforcement-learning.md>), [security](<https://devfeed.tech/tags/security.md>), [techniques](<https://devfeed.tech/tags/techniques.md>), [tool](<https://devfeed.tech/tags/tool.md>), [web](<https://devfeed.tech/tags/web.md>)

### AI overview

OpenAI describes how it is continuously hardening ChatGPT Atlas against prompt injection. Automated red teaming powered by reinforcement learning helps discover novel attacks and exploits so the browser agent's defenses can be improved before attacks spread in the wild.

### Source excerpt

OpenAI is strengthening ChatGPT Atlas against prompt injection attacks using automated red teaming trained with reinforcement learning. This proactive discover-and-patch loop helps identify novel exploits early and harden the browser agent's defenses as AI becomes more agentic.

## Getting Started With Queryable Encryption in the MongoDB C# Driver

DevFeed: [Getting Started With Queryable Encryption in the MongoDB C# Driver](<https://devfeed.tech/articles/getting-started-with-queryable-encryption-in-the-mongodb-c-driver-21832.md>)

Original publisher: [Read original article](<https://www.thepolyglotdeveloper.com/blog/2025/04/getting-started-with-queryable-encryption-in-the-mongodb-c-driver/>)

Author: Luce Carter

Published: 2025-04-22T12:00:00Z

Content type: tutorial

Language: en

Sources: [Nic Raboy](<https://devfeed.tech/sources/nic-raboy.md>)

Topics: [Library](<https://devfeed.tech/topics/library.md>), [Encryption](<https://devfeed.tech/topics/encryption.md>), [C#](<https://devfeed.tech/topics/csharp.md>), [.NET](<https://devfeed.tech/topics/net.md>), [Cryptography](<https://devfeed.tech/topics/cryptography.md>), [data](<https://devfeed.tech/topics/data.md>), [Security](<https://devfeed.tech/topics/security.md>)

Tags: [atlas](<https://devfeed.tech/tags/atlas.md>), [c-sharp](<https://devfeed.tech/tags/c-sharp.md>), [csharp](<https://devfeed.tech/tags/csharp.md>), [data](<https://devfeed.tech/tags/data.md>), [dotnet](<https://devfeed.tech/tags/dotnet.md>), [encryption](<https://devfeed.tech/tags/encryption.md>), [getting-started](<https://devfeed.tech/tags/getting-started.md>), [github](<https://devfeed.tech/tags/github.md>), [macos](<https://devfeed.tech/tags/macos.md>), [mongodb](<https://devfeed.tech/tags/mongodb.md>), [net](<https://devfeed.tech/tags/net.md>), [security](<https://devfeed.tech/tags/security.md>), [tutorial](<https://devfeed.tech/tags/tutorial.md>), [windows](<https://devfeed.tech/tags/windows.md>)

### AI overview

A tutorial on adding MongoDB Queryable Encryption to a healthcare application using the MongoDB C# driver. It covers prerequisites, the automatic encryption shared library, configuration updates, and encryption key-management helpers for protecting fields such as SSN and date of birth.

### Source excerpt

With the release of MongoDB 7.0 in August 2023, we introduced a feature called Queryable Encryption, the first of its kind. With queryable encryption, your data is encrypted, even at rest, with the se... The post Getting Started With Queryable Encryption in the MongoDB C# Driver appeared first on DEV.

## The 5 Most Under-Rated Tools on Hugging Face

DevFeed: [The 5 Most Under-Rated Tools on Hugging Face](<https://devfeed.tech/articles/the-5-most-under-rated-tools-on-hugging-face-7548.md>)

Original publisher: [Read original article](<https://huggingface.co/blog/unsung-heroes>)

Author: Derek Thomas

Published: 2024-08-22T00:00:00Z

Content type: tutorial

Language: en

Sources: [Hugging Face - Blog](<https://devfeed.tech/sources/hugging-face-blog.md>)

Topics: [hugging face](<https://devfeed.tech/topics/hugging-face.md>), [AI search](<https://devfeed.tech/topics/ai-search.md>), [data-processing](<https://devfeed.tech/topics/data-processing.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [datasets](<https://devfeed.tech/topics/datasets.md>), [gradio](<https://devfeed.tech/topics/gradio.md>), [spaces](<https://devfeed.tech/topics/spaces.md>), [Docker](<https://devfeed.tech/topics/docker.md>), [GPU](<https://devfeed.tech/topics/gpu.md>)

Tags: [api](<https://devfeed.tech/tags/api.md>), [apps](<https://devfeed.tech/tags/apps.md>), [atlas](<https://devfeed.tech/tags/atlas.md>), [data-processing](<https://devfeed.tech/tags/data-processing.md>), [datasets](<https://devfeed.tech/tags/datasets.md>), [docker](<https://devfeed.tech/tags/docker.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [gradio](<https://devfeed.tech/tags/gradio.md>), [guide](<https://devfeed.tech/tags/guide.md>), [hub](<https://devfeed.tech/tags/hub.md>), [hugging-face](<https://devfeed.tech/tags/hugging-face.md>), [nlp](<https://devfeed.tech/tags/nlp.md>), [nomic](<https://devfeed.tech/tags/nomic.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [reddit](<https://devfeed.tech/tags/reddit.md>), [search](<https://devfeed.tech/tags/search.md>), [spaces](<https://devfeed.tech/tags/spaces.md>), [tools](<https://devfeed.tech/tags/tools.md>), [visualization](<https://devfeed.tech/tags/visualization.md>)

### AI overview

The article demonstrates how to build a free, automatically updated semantic search application on the Hugging Face Hub using a Reddit data source. It highlights ZeroGPU, multi-process Docker Spaces, the Gradio API, webhooks, datasets, and Nomic Atlas for processing and visualizing dynamic data.

### Source excerpt

We're on a journey to advance and democratize artificial intelligence through open source and open science.

## A practical guide to real-time CDC with MongoDB

DevFeed: [A practical guide to real-time CDC with MongoDB](<https://devfeed.tech/articles/a-practical-guide-to-real-time-cdc-with-mongodb-18566.md>)

Original publisher: [Read original article](<https://www.tinybird.co/blog/mongodb-cdc>)

Author: Joe Karlsson

Published: 2023-08-15T00:00:00Z

Content type: tutorial

Language: en

Sources: [Tinybird](<https://devfeed.tech/sources/tinybird.md>)

Topics: [MongoDB](<https://devfeed.tech/topics/mongodb.md>), [real-time](<https://devfeed.tech/topics/real-time.md>), [Confluent Cloud](<https://devfeed.tech/topics/confluent-cloud.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>)

Tags: [atlas](<https://devfeed.tech/tags/atlas.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [confluent-cloud](<https://devfeed.tech/tags/confluent-cloud.md>), [guide](<https://devfeed.tech/tags/guide.md>), [i-built-this](<https://devfeed.tech/tags/i-built-this.md>), [mongodb](<https://devfeed.tech/tags/mongodb.md>), [real-time](<https://devfeed.tech/tags/real-time.md>)

### AI overview

A step-by-step guide to setting up Change Data Capture with MongoDB Atlas, Confluent Cloud, and Tinybird.

### Source excerpt

A step-by-step guide to setting up Change Data Capture (CDC) with MongoDB Atlas, Confluent Cloud, and Tinybird.

## Interact with MongoDB in an AWS Lambda Function Using Go

DevFeed: [Interact with MongoDB in an AWS Lambda Function Using Go](<https://devfeed.tech/articles/interact-with-mongodb-in-an-aws-lambda-function-using-go-21822.md>)

Original publisher: [Read original article](<https://www.thepolyglotdeveloper.com/blog/2023/01/interact-aws-lambda-function-go/>)

Author: Nic Raboy

Published: 2023-01-25T14:00:00Z

Content type: tutorial

Language: en

Sources: [Nic Raboy](<https://devfeed.tech/sources/nic-raboy.md>)

Topics: [AWS Lambda](<https://devfeed.tech/topics/aws-lambda.md>), [MongoDB](<https://devfeed.tech/topics/mongodb.md>), [Go Language](<https://devfeed.tech/topics/go-language.md>), [Serverless](<https://devfeed.tech/topics/serverless.md>)

Tags: [atlas](<https://devfeed.tech/tags/atlas.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-lambda](<https://devfeed.tech/tags/aws-lambda.md>), [getting-started](<https://devfeed.tech/tags/getting-started.md>), [go](<https://devfeed.tech/tags/go.md>), [golang](<https://devfeed.tech/tags/golang.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [lambda](<https://devfeed.tech/tags/lambda.md>), [mongodb](<https://devfeed.tech/tags/mongodb.md>), [nosql](<https://devfeed.tech/tags/nosql.md>), [sdk](<https://devfeed.tech/tags/sdk.md>), [serverless](<https://devfeed.tech/tags/serverless.md>)

### AI overview

This tutorial shows how to build a Go-based AWS Lambda function that connects to and queries MongoDB Atlas. It covers prerequisites, Go module setup, and installation of the MongoDB driver and AWS Lambda SDK, with attention to efficient database connections in a serverless environment.

### Source excerpt

If you're a Go developer and you're looking to go serverless, AWS Lambda is a solid choice that will get you up and running in no time. But what happens when you need to connect to your database? With... The post Interact with MongoDB in an AWS Lambda Function Using Go appeared first on MongoDB.

## Developing a Web Application with Netlify Serverless Functions and MongoDB

DevFeed: [Developing a Web Application with Netlify Serverless Functions and MongoDB](<https://devfeed.tech/articles/developing-a-web-application-with-netlify-serverless-functions-and-mongodb-21815.md>)

Original publisher: [Read original article](<https://www.thepolyglotdeveloper.com/blog/2022/06/developing-web-application-netlify-serverless-functions-mongodb/>)

Author: Nic Raboy

Published: 2022-06-28T13:00:00Z

Content type: tutorial

Language: en

Sources: [Nic Raboy](<https://devfeed.tech/sources/nic-raboy.md>)

Topics: [Netlify](<https://devfeed.tech/topics/netlify.md>), [MongoDB](<https://devfeed.tech/topics/mongodb.md>), [web applications](<https://devfeed.tech/topics/web-applications.md>), [Serverless](<https://devfeed.tech/topics/serverless.md>), [Node.js](<https://devfeed.tech/topics/node-js.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>)

Tags: [api](<https://devfeed.tech/tags/api.md>), [atlas](<https://devfeed.tech/tags/atlas.md>), [back-end](<https://devfeed.tech/tags/back-end.md>), [cli](<https://devfeed.tech/tags/cli.md>), [hosting](<https://devfeed.tech/tags/hosting.md>), [javascript](<https://devfeed.tech/tags/javascript.md>), [mongodb](<https://devfeed.tech/tags/mongodb.md>), [netlify](<https://devfeed.tech/tags/netlify.md>), [node-js](<https://devfeed.tech/tags/node-js.md>), [nosql](<https://devfeed.tech/tags/nosql.md>), [serverless](<https://devfeed.tech/tags/serverless.md>), [tutorial](<https://devfeed.tech/tags/tutorial.md>), [web](<https://devfeed.tech/tags/web.md>)

### AI overview

This tutorial explains how to build and deploy a simple web application using Netlify Functions and MongoDB Atlas. It discusses managing database connections in serverless functions, uses the Node.js MongoDB driver, and lists requirements including a configured Atlas cluster, a Netlify account, and the Netlify CLI.

### Source excerpt

As I mentioned in a previous tutorial, I'm a big fan of Netlify and the services they offer developers--my favorite of their services being their static website hosting and serverless functions. When c... The post Developing a Web Application with Netlify Serverless Functions and MongoDB appeared first on MongoDB.

## Joining Collections in MongoDB with .NET Core and an Aggregation Pipeline

DevFeed: [Joining Collections in MongoDB with .NET Core and an Aggregation Pipeline](<https://devfeed.tech/articles/joining-collections-in-mongodb-with-net-core-and-an-aggregation-pipeline-21813.md>)

Original publisher: [Read original article](<https://www.thepolyglotdeveloper.com/blog/2022/03/joining-collections-mongodb-dotnet-core-aggregation-pipeline/>)

Author: Nic Raboy

Published: 2022-03-02T14:00:00Z

Content type: tutorial

Language: en

Sources: [Nic Raboy](<https://devfeed.tech/sources/nic-raboy.md>)

Topics: [MongoDB](<https://devfeed.tech/topics/mongodb.md>), [net core](<https://devfeed.tech/topics/net-core.md>), [CRUD](<https://devfeed.tech/topics/crud.md>)

Tags: [atlas](<https://devfeed.tech/tags/atlas.md>), [csharp](<https://devfeed.tech/tags/csharp.md>), [dotnet](<https://devfeed.tech/tags/dotnet.md>), [mongodb](<https://devfeed.tech/tags/mongodb.md>), [net-core](<https://devfeed.tech/tags/net-core.md>), [nosql](<https://devfeed.tech/tags/nosql.md>), [pipeline](<https://devfeed.tech/tags/pipeline.md>), [requirements](<https://devfeed.tech/tags/requirements.md>), [tutorial](<https://devfeed.tech/tags/tutorial.md>)

### AI overview

This tutorial explains how to join data from two MongoDB collections in a .NET Core application using aggregation pipelines. It uses a MongoDB Atlas cluster, the sample_mflix database, the movies collection, and a custom playlist collection.

### Source excerpt

If you've been keeping up with my .NET Core series on MongoDB, you'll remember that we explored creating a simple console application as well as building a RESTful API with basic CRUD support. In both... The post Joining Collections in MongoDB with .NET Core and an Aggregation Pipeline appeared first on MongoDB.