# Recognition

Published articles for Recognition.

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## OpenSearch Wins Analytics & Data Intelligence Solutions Category in the SiliconANGLE TechForward Awards

DevFeed: [OpenSearch Wins Analytics & Data Intelligence Solutions Category in the SiliconANGLE TechForward Awards](<https://devfeed.tech/articles/opensearch-wins-analytics-data-intelligence-solutions-category-in-the-siliconangle-techforward-awards-17450.md>)

Original publisher: [Read original article](<https://opensearch.org/announcements/opensearch-wins-analytics-data-intelligence-solutions-category-in-the-siliconangle-techforward-awards/>)

Author: Kristi Piechnik

Published: 2026-09-14T12:00:14Z

Content type: news

Language: en

Sources: [OpenSearch](<https://devfeed.tech/sources/opensearch.md>)

Topics: [Open Source](<https://devfeed.tech/topics/open-source.md>), [AI Infrastructure](<https://devfeed.tech/topics/ai-infrastructure.md>), [observability](<https://devfeed.tech/topics/observability.md>), [AI search](<https://devfeed.tech/topics/ai-search.md>), [Security](<https://devfeed.tech/topics/security.md>), [Retrieval Augmented Generation (RAG)](<https://devfeed.tech/topics/retrieval-augmented-generation-rag.md>), [Databases](<https://devfeed.tech/topics/databases.md>), [real-time](<https://devfeed.tech/topics/real-time.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [agentic-ai](<https://devfeed.tech/tags/agentic-ai.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [ai-infrastructure](<https://devfeed.tech/tags/ai-infrastructure.md>), [announcements](<https://devfeed.tech/tags/announcements.md>), [awards](<https://devfeed.tech/tags/awards.md>), [data](<https://devfeed.tech/tags/data.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [observability](<https://devfeed.tech/tags/observability.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [opensearch](<https://devfeed.tech/tags/opensearch.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [recognition](<https://devfeed.tech/tags/recognition.md>), [retrieval](<https://devfeed.tech/tags/retrieval.md>), [retrieval-augmented-generation-rag](<https://devfeed.tech/tags/retrieval-augmented-generation-rag.md>), [search](<https://devfeed.tech/tags/search.md>), [security](<https://devfeed.tech/tags/security.md>)

### AI overview

OpenSearch won the Analytics & Data Intelligence Solutions category in SiliconANGLE Media's 2026 TechForward Awards. The recognition highlights its open source, vendor-neutral platform for enterprise search, observability, security analytics, vector databases, and agentic AI workloads.

### Source excerpt

Recognition validates open source momentum, architectural consolidation, and enterprise scale as the project marks five years of community growth The post OpenSearch Wins Analytics & Data Intelligence Solutions Category in the SiliconANGLE TechForward Awards appeared first on OpenSearch.

## Cleveland Clinic, RIKEN, IBM named Gordon Bell finalists

DevFeed: [Cleveland Clinic, RIKEN, IBM named Gordon Bell finalists](<https://devfeed.tech/articles/cleveland-clinic-riken-ibm-named-gordon-bell-finalists-17334.md>)

Original publisher: [Read original article](<https://research.ibm.com/blog/gordon-bell-finalists-2026>)

Published: 2026-09-09T04:00:00Z

Content type: news

Language: en

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

Topics: [High-Performance Computing](<https://devfeed.tech/topics/high-performance-computing.md>), [ibm](<https://devfeed.tech/topics/ibm.md>), [Supercomputing](<https://devfeed.tech/topics/supercomputing.md>), [Benchmark](<https://devfeed.tech/topics/benchmark.md>), [data](<https://devfeed.tech/topics/data.md>)

Tags: [automated](<https://devfeed.tech/tags/automated.md>), [chemistry](<https://devfeed.tech/tags/chemistry.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [hpc](<https://devfeed.tech/tags/hpc.md>), [ibm](<https://devfeed.tech/tags/ibm.md>), [news](<https://devfeed.tech/tags/news.md>), [quantum](<https://devfeed.tech/tags/quantum.md>), [quantum-community](<https://devfeed.tech/tags/quantum-community.md>), [quantum-network](<https://devfeed.tech/tags/quantum-network.md>), [quantum-research](<https://devfeed.tech/tags/quantum-research.md>), [recognition](<https://devfeed.tech/tags/recognition.md>), [research](<https://devfeed.tech/tags/research.md>), [supercomputing](<https://devfeed.tech/tags/supercomputing.md>), [workflows](<https://devfeed.tech/tags/workflows.md>)

### AI overview

Cleveland Clinic, RIKEN, and IBM were named finalists for the 2026 ACM Gordon Bell Prize for quantum-HPC chemistry research. The collaboration simulated a 12,635-atom protein system and reported an automated workflow that reduces coordination and data movement across quantum and classical computing resources.

### Source excerpt

Finalist recognition for one of supercomputing's top prizes arrives as researchers report new progress in automated quantum-HPC chemistry workflows.

## Quiz: Build Your Own Face Recognition Tool With Python

DevFeed: [Quiz: Build Your Own Face Recognition Tool With Python](<https://devfeed.tech/articles/quiz-build-your-own-face-recognition-tool-with-python-4404.md>)

Original publisher: [Read original article](<https://realpython.com/quizzes/face-recognition-with-python/>)

Author: Real Python

Published: 2026-09-05T12:00:00Z

Content type: tutorial

Language: en

Sources: [Real Python](<https://devfeed.tech/sources/real-python.md>)

Topics: [Python](<https://devfeed.tech/topics/python.md>)

Tags: [command-line](<https://devfeed.tech/tags/command-line.md>), [face-recognition](<https://devfeed.tech/tags/face-recognition.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [python](<https://devfeed.tech/tags/python.md>), [recognition](<https://devfeed.tech/tags/recognition.md>), [tool](<https://devfeed.tech/tags/tool.md>), [tutorial](<https://devfeed.tech/tags/tutorial.md>), [validation](<https://devfeed.tech/tags/validation.md>)

### AI overview

An interactive 10-question quiz that tests understanding of a Python face recognition tool, including face detection versus recognition, face encodings, voting-based matching, model validation, bounding box coordinates, and argparse command-line options.

### Source excerpt

Check your understanding of face detection, face recognition, face encodings, bounding boxes, and model validation in Python.

## Building Menu Vision: Real-Time Dish Recognition

DevFeed: [Building Menu Vision: Real-Time Dish Recognition](<https://devfeed.tech/articles/building-menu-vision-real-time-dish-recognition-27430.md>)

Original publisher: [Read original article](<https://engineeringblog.yelp.com/2026/08/building-menu-vision-real-time-dish-recognition.html>)

Author: Arpitha Dudi, Growth Tech Lead

Published: 2026-08-20T00:00:00Z

Content type: article

Language: en

Sources: [Yelp](<https://devfeed.tech/sources/yelp.md>)

Topics: [Computer vision](<https://devfeed.tech/topics/computer-vision.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Android](<https://devfeed.tech/topics/android.md>), [cameraX](<https://devfeed.tech/topics/camerax.md>), [ML Kit](<https://devfeed.tech/topics/ml-kit.md>), [Hackathon](<https://devfeed.tech/topics/hackathon.md>), [Development](<https://devfeed.tech/topics/development.md>), [iOS](<https://devfeed.tech/topics/ios.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [android](<https://devfeed.tech/tags/android.md>), [camerax](<https://devfeed.tech/tags/camerax.md>), [data-pipeline](<https://devfeed.tech/tags/data-pipeline.md>), [development](<https://devfeed.tech/tags/development.md>), [hackathon](<https://devfeed.tech/tags/hackathon.md>), [ios](<https://devfeed.tech/tags/ios.md>), [ml-kit](<https://devfeed.tech/tags/ml-kit.md>), [pipeline](<https://devfeed.tech/tags/pipeline.md>), [prototype](<https://devfeed.tech/tags/prototype.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [recognition](<https://devfeed.tech/tags/recognition.md>), [vision](<https://devfeed.tech/tags/vision.md>)

### AI overview

Yelp describes Menu Vision, a feature that uses a phone camera, AI, augmented reality, and text recognition to identify dishes on restaurant menus and surface related user photos and reviews. The article covers its hackathon-origin Android prototype and the production system's on-device machine learning, real-time computer vision, fuzzy matching, and distributed data pipeline.

### Source excerpt

Menus aren't just lists, they're a window into a restaurant's unique offerings, specialties, and personality, shaping where and what we choose to eat. But here's the challenge: reading "Kung Pao Chicken - Stir-fried chicken with peanuts in spicy sauce" doesn't tell you what the portions look like, whether other diners loved it, or if it matches your expectations. At Yelp, we knew we had the solution sitting in our user-generated content: hundreds of millions of photos, reviews, and prices for dishes. The problem? Users had to manually search for each dish, an experience that doesn't work well when you're at...

## Scanning bus stop codes with ML Kit and Vision in the GalwayBus Compose Multiplatform app

DevFeed: [Scanning bus stop codes with ML Kit and Vision in the GalwayBus Compose Multiplatform app](<https://devfeed.tech/articles/scanning-bus-stop-codes-with-ml-kit-and-vision-in-the-galwaybus-compose-multiplatform-app-25195.md>)

Original publisher: [Read original article](<https://johnoreilly.dev/posts/galwaybus-scan-stop-kmp/>)

Published: 2026-08-06T23:00:00Z

Content type: tutorial

Language: en

Sources: [John O'Reilly](<https://devfeed.tech/sources/john-o-reilly.md>)

Topics: [compose-multiplatform](<https://devfeed.tech/topics/compose-multiplatform.md>), [ML Kit](<https://devfeed.tech/topics/ml-kit.md>), [Android](<https://devfeed.tech/topics/android.md>), [cameraX](<https://devfeed.tech/topics/camerax.md>), [iOS](<https://devfeed.tech/topics/ios.md>), [Code](<https://devfeed.tech/topics/code.md>), [ui](<https://devfeed.tech/topics/ui.md>)

Tags: [android](<https://devfeed.tech/tags/android.md>), [apple](<https://devfeed.tech/tags/apple.md>), [camera](<https://devfeed.tech/tags/camera.md>), [camerax](<https://devfeed.tech/tags/camerax.md>), [code](<https://devfeed.tech/tags/code.md>), [compose-multiplatform](<https://devfeed.tech/tags/compose-multiplatform.md>), [ios](<https://devfeed.tech/tags/ios.md>), [ml-kit](<https://devfeed.tech/tags/ml-kit.md>), [multiplatform](<https://devfeed.tech/tags/multiplatform.md>), [native](<https://devfeed.tech/tags/native.md>), [ocr](<https://devfeed.tech/tags/ocr.md>), [on-device](<https://devfeed.tech/tags/on-device.md>), [platform](<https://devfeed.tech/tags/platform.md>), [recognition](<https://devfeed.tech/tags/recognition.md>), [ui](<https://devfeed.tech/tags/ui.md>)

### AI overview

This tutorial explains how the GalwayBus app scans six-digit bus stop codes using on-device ML Kit on Android and Apple's Vision framework on iOS. Camera preview, matching logic, and UI are shared through Compose Multiplatform, while platform-specific implementations handle camera access and OCR. Recognized six-digit runs are matched exactly to stops, and overlapping recognition requests are avoided by dropping newer frames.

### Source excerpt

Every bus stop in Galway has a plate with a 6-digit stop code printed on it. We recently added a "Scan" tab to the GalwayBus app that lets you point the camera at that plate and jump straight to the stop's departures. The text recognition runs entirely on device (ML Kit on Android, Apple's Vision framework on iOS), with the camera preview, matching logic and UI all living in the shared Compose Multiplatform code.

## Developing with Fedora, first flock, and not the last!

DevFeed: [Developing with Fedora, first flock, and not the last!](<https://devfeed.tech/articles/developing-with-fedora-first-flock-and-not-the-last-12388.md>)

Original publisher: [Read original article](<https://fedoramagazine.org/first-flock/>)

Author: Cornelius Emase

Published: 2026-08-03T08:00:00Z

Content type: opinion

Language: en

Sources: [Fedora Magazine](<https://devfeed.tech/sources/fedora-magazine.md>)

Topics: [Fedora](<https://devfeed.tech/topics/fedora.md>), [Linux](<https://devfeed.tech/topics/linux.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [community](<https://devfeed.tech/tags/community.md>), [conference](<https://devfeed.tech/tags/conference.md>), [contributors](<https://devfeed.tech/tags/contributors.md>), [design](<https://devfeed.tech/tags/design.md>), [docs](<https://devfeed.tech/tags/docs.md>), [event](<https://devfeed.tech/tags/event.md>), [events](<https://devfeed.tech/tags/events.md>), [flock](<https://devfeed.tech/tags/flock.md>), [flock-2026](<https://devfeed.tech/tags/flock-2026.md>), [fosdem](<https://devfeed.tech/tags/fosdem.md>), [gnu-linux](<https://devfeed.tech/tags/gnu-linux.md>), [personal-reflection](<https://devfeed.tech/tags/personal-reflection.md>), [podcast](<https://devfeed.tech/tags/podcast.md>), [recognition](<https://devfeed.tech/tags/recognition.md>), [support](<https://devfeed.tech/tags/support.md>)

### AI overview

A personal reflection on attending Flock 2026, the author's first Fedora conference. It covers appreciation for organizers, sponsors, mentors, and local community supporters; participation in the Mentor Summit organizing team; Fedora's inclusive community; contributor recognition; and talks about design, documentation, FOSDEM, and SCaLE.

### Source excerpt

Flock 2026 was my first Fedora conference, and it won't be my last. I came home with new ideas, new friendships, and even a new project to work on for next year. Appreciation I want to start by appreciating the Flock organizers and volunteers. Putting together an event like this takes a lot of quiet, [...]

## SaaS Accounting Guide: Revenue Recognition, Deferred Revenue, and Best Practices

DevFeed: [SaaS Accounting Guide: Revenue Recognition, Deferred Revenue, and Best Practices](<https://devfeed.tech/articles/saas-accounting-guide-revenue-recognition-deferred-revenue-and-best-practices-10322.md>)

Original publisher: [Read original article](<https://dodopayments.com/blogs/saas-accounting-guide/>)

Author: Ayush Agarwal

Published: 2026-03-21T00:00:00Z

Content type: tutorial

Language: en

Sources: [Dodo Payments Blog](<https://devfeed.tech/sources/dodo-payments-blog.md>)

Topics: [Software as a service](<https://devfeed.tech/topics/saas.md>), [Software](<https://devfeed.tech/topics/software.md>)

Tags: [compliance](<https://devfeed.tech/tags/compliance.md>), [deferred](<https://devfeed.tech/tags/deferred.md>), [finance](<https://devfeed.tech/tags/finance.md>), [financial](<https://devfeed.tech/tags/financial.md>), [guide](<https://devfeed.tech/tags/guide.md>), [merchant-of-record](<https://devfeed.tech/tags/merchant-of-record.md>), [recognition](<https://devfeed.tech/tags/recognition.md>), [reporting](<https://devfeed.tech/tags/reporting.md>), [revenue](<https://devfeed.tech/tags/revenue.md>), [saas](<https://devfeed.tech/tags/saas.md>), [subscription](<https://devfeed.tech/tags/subscription.md>)

### AI overview

This guide explains SaaS accounting, including accrual accounting, revenue recognition, deferred revenue, MRR/ARR tracking, cost of revenue, and ASC 606 compliance. It also discusses how a Merchant of Record can simplify financial operations.

### Source excerpt

Complete SaaS accounting guide covering ASC 606 revenue recognition, deferred revenue, MRR tracking, and how a Merchant of Record simplifies your books.

## Chainguard Named on the Cloud 100 and a Best Workplace in 2025

DevFeed: [Chainguard Named on the Cloud 100 and a Best Workplace in 2025](<https://devfeed.tech/articles/chainguard-named-on-the-cloud-100-and-a-best-workplace-in-2025-12971.md>)

Original publisher: [Read original article](<https://www.chainguard.dev/unchained/chainguard-named-on-the-cloud-100-and-a-best-workplace-in-2025>)

Published: 2025-09-11T00:00:00Z

Content type: article

Language: en

Sources: [Chainguard: Unchained](<https://devfeed.tech/sources/chainguard-unchained.md>)

Topics: [chainguard](<https://devfeed.tech/topics/chainguard.md>), [Containers](<https://devfeed.tech/topics/containers.md>), [Security](<https://devfeed.tech/topics/security.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [open-source-security](<https://devfeed.tech/topics/open-source-security.md>)

Tags: [2025](<https://devfeed.tech/tags/2025.md>), [awards](<https://devfeed.tech/tags/awards.md>), [chainguard](<https://devfeed.tech/tags/chainguard.md>), [chainguard-containers](<https://devfeed.tech/tags/chainguard-containers.md>), [chainguard-forbes-cloud-100](<https://devfeed.tech/tags/chainguard-forbes-cloud-100.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [cloud-100](<https://devfeed.tech/tags/cloud-100.md>), [company](<https://devfeed.tech/tags/company.md>), [containers](<https://devfeed.tech/tags/containers.md>), [fortune-best-places-to-work](<https://devfeed.tech/tags/fortune-best-places-to-work.md>), [gptw](<https://devfeed.tech/tags/gptw.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [open-source-software](<https://devfeed.tech/tags/open-source-software.md>), [recognition](<https://devfeed.tech/tags/recognition.md>), [security](<https://devfeed.tech/tags/security.md>), [software](<https://devfeed.tech/tags/software.md>)

### AI overview

Chainguard announces recognition from the Forbes Cloud 100, Fortune Best Workplaces in Technology, and Great Place to Work. The article connects these honors to Chainguard's mission of making open source software more trustworthy and providing hardened, secure, production-ready builds through Chainguard Containers.

### Source excerpt

Chainguard has been recognized by the Forbes Cloud 100, Fortune Best Workplaces in Technology, and received a Great Place to Work certification.

## Snyk Named a Leader in the 2025 Forrester SAST Wave: SAST Solutions, Q3 2025

DevFeed: [Snyk Named a Leader in the 2025 Forrester SAST Wave: SAST Solutions, Q3 2025](<https://devfeed.tech/articles/snyk-named-a-leader-in-the-2025-forrester-sast-wave-sast-solutions-q3-2025-8148.md>)

Original publisher: [Read original article](<https://snyk.io/blog/snyk-named-a-leader-in-the-2025-forrester-sast-wave-sast-solutions-q3-2025/>)

Author: Ben Desjardins

Published: 2025-09-09T04:00:00Z

Content type: article

Language: en

Sources: [Blog RSS Feed | Snyk](<https://devfeed.tech/sources/blog-rss-feed-snyk.md>)

Topics: [snyk](<https://devfeed.tech/topics/snyk.md>), [Application Security](<https://devfeed.tech/topics/application-security.md>), [Testing](<https://devfeed.tech/topics/testing.md>), [Securing AI](<https://devfeed.tech/topics/securing-ai.md>), [Developer experience](<https://devfeed.tech/topics/developer-experience.md>), [Vulnerabilities](<https://devfeed.tech/topics/vulnerabilities.md>)

Tags: [2025](<https://devfeed.tech/tags/2025.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-security](<https://devfeed.tech/tags/ai-security.md>), [application-security](<https://devfeed.tech/tags/application-security.md>), [awareness](<https://devfeed.tech/tags/awareness.md>), [blog](<https://devfeed.tech/tags/blog.md>), [code-security](<https://devfeed.tech/tags/code-security.md>), [developer-experience](<https://devfeed.tech/tags/developer-experience.md>), [executive](<https://devfeed.tech/tags/executive.md>), [recognition](<https://devfeed.tech/tags/recognition.md>), [sast](<https://devfeed.tech/tags/sast.md>), [snyk](<https://devfeed.tech/tags/snyk.md>), [vulnerabilities](<https://devfeed.tech/tags/vulnerabilities.md>)

### AI overview

Snyk announces that Forrester recognized it as a Leader in the 2025 Forrester Wave for Static Application Security Testing Solutions. The article attributes this position to Snyk's innovation, AI Security Platform, developer experience, enterprise analytics and visibility, broad Application Security Testing capabilities, and customer impact. It also highlights AI-powered prioritization, autonomous fixes, and the role of Snyk in shift-left security strategies.

### Source excerpt

We're excited to announce that Snyk has been recognized as a Leader in the Forrester Wave™: Static Application Security Testing (SAST) Solutions, Q3 2025.

## Welcome the NVIDIA Llama Nemotron Nano VLM to Hugging Face Hub

DevFeed: [Welcome the NVIDIA Llama Nemotron Nano VLM to Hugging Face Hub](<https://devfeed.tech/articles/welcome-the-nvidia-llama-nemotron-nano-vlm-to-hugging-face-hub-7384.md>)

Original publisher: [Read original article](<https://huggingface.co/blog/nvidia/llama-nemotron-nano-vl>)

Author: Amanda Saunders; Amala Sanjay Deshmukh; Kateryna Chumachenko; Annie Surla; Karan; Tuomas Rintamaki; Matthieu Le; Yu Yao; Chen Cui; Timo Roman; Zhiding Yu; Mike Ranzinger

Published: 2025-06-27T21:09:27Z

Content type: release

Language: en

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

Topics: [vlm](<https://devfeed.tech/topics/vlm.md>), [llama](<https://devfeed.tech/topics/llama.md>), [Nemotron](<https://devfeed.tech/topics/nemotron.md>), [Nvidia](<https://devfeed.tech/topics/nvidia.md>), [hugging face](<https://devfeed.tech/topics/hugging-face.md>), [multimodal](<https://devfeed.tech/topics/multimodal.md>), [Benchmark](<https://devfeed.tech/topics/benchmark.md>), [NeMo](<https://devfeed.tech/topics/nemo.md>), [datasets](<https://devfeed.tech/topics/datasets.md>)

Tags: [benchmark](<https://devfeed.tech/tags/benchmark.md>), [data](<https://devfeed.tech/tags/data.md>), [datasets](<https://devfeed.tech/tags/datasets.md>), [hugging-face](<https://devfeed.tech/tags/hugging-face.md>), [idp](<https://devfeed.tech/tags/idp.md>), [llama](<https://devfeed.tech/tags/llama.md>), [multimodal](<https://devfeed.tech/tags/multimodal.md>), [nemo](<https://devfeed.tech/tags/nemo.md>), [nemotron](<https://devfeed.tech/tags/nemotron.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [ocr](<https://devfeed.tech/tags/ocr.md>), [performance](<https://devfeed.tech/tags/performance.md>), [recognition](<https://devfeed.tech/tags/recognition.md>), [train](<https://devfeed.tech/tags/train.md>), [use-cases](<https://devfeed.tech/tags/use-cases.md>), [vision](<https://devfeed.tech/tags/vision.md>), [vlm](<https://devfeed.tech/tags/vlm.md>), [workflows](<https://devfeed.tech/tags/workflows.md>)

### AI overview

NVIDIA Llama Nemotron Nano VL is an 8B vision-language model for intelligent document processing. Available on Hugging Face, it extracts and interprets text, tables, charts, diagrams, and other information from complex documents.

### Source excerpt

NVIDIA Llama Nemotron Nano VL is a state-of-the-art 8B Vision Language Model (VLM) designed for intelligent document processing, offering high accuracy and multimodal understanding. Available on Hugging Face, it excels in extracting and understanding information from complex documents like invoices, receipts, contracts, and more.

## Touchpad Digit Recognition Based on ESP-DL

DevFeed: [Touchpad Digit Recognition Based on ESP-DL](<https://devfeed.tech/articles/touchpad-digit-recognition-based-on-esp-dl-13708.md>)

Original publisher: [Read original article](<https://developer.espressif.com/blog/2025/06/touchpad-digit-recognition/>)

Author: John Lee

Published: 2025-06-18T00:00:00Z

Content type: tutorial

Language: en

Sources: [Blog on Developer Portal](<https://devfeed.tech/sources/blog-on-developer-portal.md>)

Topics: [ESP32-S3](<https://devfeed.tech/topics/esp32-s3.md>), [ESP32-P4](<https://devfeed.tech/topics/esp32-p4.md>), [Embedded Systems](<https://devfeed.tech/topics/embedded-systems.md>), [Deep learning](<https://devfeed.tech/topics/deep-learning.md>), [Jetson](<https://devfeed.tech/topics/jetson.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [quantization](<https://devfeed.tech/topics/quantization.md>), [Inference](<https://devfeed.tech/topics/inference.md>), [Code](<https://devfeed.tech/topics/code.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [applications](<https://devfeed.tech/tags/applications.md>), [blog](<https://devfeed.tech/tags/blog.md>), [c-plus-plus](<https://devfeed.tech/tags/c-plus-plus.md>), [deep-learning](<https://devfeed.tech/tags/deep-learning.md>), [devices](<https://devfeed.tech/tags/devices.md>), [edge-computing](<https://devfeed.tech/tags/edge-computing.md>), [embedded-systems](<https://devfeed.tech/tags/embedded-systems.md>), [esp-dl](<https://devfeed.tech/tags/esp-dl.md>), [esp32](<https://devfeed.tech/tags/esp32.md>), [esp32-p4](<https://devfeed.tech/tags/esp32-p4.md>), [esp32-s3](<https://devfeed.tech/tags/esp32-s3.md>), [inference](<https://devfeed.tech/tags/inference.md>), [neural-networks](<https://devfeed.tech/tags/neural-networks.md>), [quantization](<https://devfeed.tech/tags/quantization.md>), [recognition](<https://devfeed.tech/tags/recognition.md>)

### AI overview

This tutorial demonstrates touchpad-based digit recognition on ESP32-S3 and ESP32-P4 using ESP-DL. It covers touch-data collection and preprocessing, lightweight CNN design, model training and evaluation, quantization, and C++ implementation for model loading and inference.

### Source excerpt

This article demonstrates how to implement a touchpad-based digit recognition system using ESP-DL on ESP32 series chips. It covers the complete workflow from data collection and preprocessing to model training, quantization, and deployment, showcasing ESP-DL's capabilities in edge AI applications.

## Astro Agency Partner Program

DevFeed: [Astro Agency Partner Program](<https://devfeed.tech/articles/astro-agency-partner-program-3271.md>)

Original publisher: [Read original article](<https://astro.build/blog/astro-agency-partners/>)

Author: Matt Kane

Published: 2025-04-14T00:00:00Z

Content type: article

Language: en

Sources: [The Astro Blog](<https://devfeed.tech/sources/the-astro-blog.md>)

Topics: [Astro](<https://devfeed.tech/topics/astro.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>)

Tags: [2025](<https://devfeed.tech/tags/2025.md>), [astro](<https://devfeed.tech/tags/astro.md>), [development](<https://devfeed.tech/tags/development.md>), [ecosystem](<https://devfeed.tech/tags/ecosystem.md>), [financial](<https://devfeed.tech/tags/financial.md>), [partner](<https://devfeed.tech/tags/partner.md>), [program](<https://devfeed.tech/tags/program.md>), [recognition](<https://devfeed.tech/tags/recognition.md>), [resources](<https://devfeed.tech/tags/resources.md>), [support](<https://devfeed.tech/tags/support.md>)

### AI overview

Astro announces the Astro Agency Partner Program, connecting businesses and organizations with agencies that specialize in Astro development. The program offers an agency directory, qualified leads, official partner recognition, exclusive resources, access to the Astro team, and a model for financially supporting Astro's open source project.

### Source excerpt

Announcing the Astro Agency Partner Program, a new way to connect with expert Astro agencies

## Build awesome datasets for video generation

DevFeed: [Build awesome datasets for video generation](<https://devfeed.tech/articles/build-awesome-datasets-for-video-generation-7553.md>)

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

Author: Sayak Paul

Published: 2025-02-12T00:00:00Z

Content type: article

Language: en

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

Topics: [datasets](<https://devfeed.tech/topics/datasets.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [Machine learning](<https://devfeed.tech/topics/machine-learning.md>), [Computer vision](<https://devfeed.tech/topics/computer-vision.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>), [Fine-tuning](<https://devfeed.tech/topics/fine-tuning.md>)

Tags: [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [datasets](<https://devfeed.tech/tags/datasets.md>), [fine-tuning](<https://devfeed.tech/tags/fine-tuning.md>), [generation](<https://devfeed.tech/tags/generation.md>), [guide](<https://devfeed.tech/tags/guide.md>), [ocr](<https://devfeed.tech/tags/ocr.md>), [open](<https://devfeed.tech/tags/open.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [pipelines](<https://devfeed.tech/tags/pipelines.md>), [recognition](<https://devfeed.tech/tags/recognition.md>), [tool](<https://devfeed.tech/tags/tool.md>), [training](<https://devfeed.tech/tags/training.md>), [video](<https://devfeed.tech/tags/video.md>)

### AI overview

This article presents open tooling for building datasets used to fine-tune video generation models. It describes a three-stage pipeline for downloading videos, splitting them into clips, filtering for watermarks, aesthetics, NSFW content, and motion, and applying captioning, object recognition, and OCR to extracted frames. The tooling is intended to support both small-scale community projects and larger video dataset efforts.

### Source excerpt

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

## Trippy Wins the Gemini API Developer Competition with a Firebase-Powered Travel App

DevFeed: [Trippy Wins the Gemini API Developer Competition with a Firebase-Powered Travel App](<https://devfeed.tech/articles/trippy-your-ai-travel-guide-built-with-firebase-and-gemini-16571.md>)

Original publisher: [Read original article](<https://firebase.blog/posts/2024/11/gemini-competition-best-firebase-app>)

Author: Lloyd Hightower

Published: 2024-11-21T00:00:00Z

Content type: news

Language: en

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

Topics: [Firebase](<https://devfeed.tech/topics/firebase.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [API](<https://devfeed.tech/topics/api.md>), [App](<https://devfeed.tech/topics/app.md>), [Cloud Functions](<https://devfeed.tech/topics/cloud-functions.md>), [Firestore](<https://devfeed.tech/topics/firestore.md>), [Serverless](<https://devfeed.tech/topics/serverless.md>), [Authentication](<https://devfeed.tech/topics/authentication.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>), [real-time](<https://devfeed.tech/topics/real-time.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [app](<https://devfeed.tech/tags/app.md>), [authentication](<https://devfeed.tech/tags/authentication.md>), [backend](<https://devfeed.tech/tags/backend.md>), [cloud-functions](<https://devfeed.tech/tags/cloud-functions.md>), [cloud-messaging](<https://devfeed.tech/tags/cloud-messaging.md>), [cloud-storage](<https://devfeed.tech/tags/cloud-storage.md>), [firebase](<https://devfeed.tech/tags/firebase.md>), [firestore](<https://devfeed.tech/tags/firestore.md>), [gemini](<https://devfeed.tech/tags/gemini.md>), [machine-learning](<https://devfeed.tech/tags/machine-learning.md>), [messaging](<https://devfeed.tech/tags/messaging.md>), [news](<https://devfeed.tech/tags/news.md>), [notifications](<https://devfeed.tech/tags/notifications.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [recognition](<https://devfeed.tech/tags/recognition.md>), [recommendations](<https://devfeed.tech/tags/recommendations.md>), [serverless](<https://devfeed.tech/tags/serverless.md>), [storage](<https://devfeed.tech/tags/storage.md>), [travel](<https://devfeed.tech/tags/travel.md>), [vertex-ai](<https://devfeed.tech/tags/vertex-ai.md>)

### AI overview

Firebase announces Trippy as the winner of its Gemini API Developer Competition. The travel app combines Gemini with Firebase services to provide personalized itineraries, recommendations, multilingual support, games, receipt-based expense tracking, currency conversion, and contextual chat.

### Source excerpt

News, tutorials, and updates from the Firebase team.

## Snyk named a Customer Favorite in The Forrester Wave™: Software Composition Analysis Software, Q4 2024 Report

DevFeed: [Snyk named a Customer Favorite in The Forrester Wave™: Software Composition Analysis Software, Q4 2024 Report](<https://devfeed.tech/articles/snyk-named-a-customer-favorite-in-the-forrester-wavetm-software-composition-analysis-software-q4-2024-report-8135.md>)

Original publisher: [Read original article](<https://snyk.io/blog/snyk-forrester-wave-2024/>)

Author: Peter McKay

Published: 2024-11-13T05:00:00Z

Content type: news

Language: en

Sources: [Blog RSS Feed | Snyk](<https://devfeed.tech/sources/blog-rss-feed-snyk.md>)

Topics: [snyk-open-source](<https://devfeed.tech/topics/snyk-open-source.md>), [Application Security](<https://devfeed.tech/topics/application-security.md>), [DevSecOps](<https://devfeed.tech/topics/devsecops.md>), [Automation](<https://devfeed.tech/topics/automation.md>), [Security](<https://devfeed.tech/topics/security.md>), [GitHub](<https://devfeed.tech/topics/github.md>)

Tags: [acquisition](<https://devfeed.tech/tags/acquisition.md>), [analytics](<https://devfeed.tech/tags/analytics.md>), [application-security](<https://devfeed.tech/tags/application-security.md>), [aspm](<https://devfeed.tech/tags/aspm.md>), [automation](<https://devfeed.tech/tags/automation.md>), [awareness](<https://devfeed.tech/tags/awareness.md>), [blog](<https://devfeed.tech/tags/blog.md>), [component](<https://devfeed.tech/tags/component.md>), [customer](<https://devfeed.tech/tags/customer.md>), [developer-security-platform](<https://devfeed.tech/tags/developer-security-platform.md>), [devops](<https://devfeed.tech/tags/devops.md>), [devsecops](<https://devfeed.tech/tags/devsecops.md>), [executive](<https://devfeed.tech/tags/executive.md>), [innovation](<https://devfeed.tech/tags/innovation.md>), [integration](<https://devfeed.tech/tags/integration.md>), [megawatt](<https://devfeed.tech/tags/megawatt.md>), [open-source-security](<https://devfeed.tech/tags/open-source-security.md>), [pmm](<https://devfeed.tech/tags/pmm.md>), [recognition](<https://devfeed.tech/tags/recognition.md>), [report](<https://devfeed.tech/tags/report.md>), [sca](<https://devfeed.tech/tags/sca.md>), [secure-software](<https://devfeed.tech/tags/secure-software.md>), [shift-left](<https://devfeed.tech/tags/shift-left.md>), [snyk](<https://devfeed.tech/tags/snyk.md>), [snyk-open-source](<https://devfeed.tech/tags/snyk-open-source.md>), [software-composition-analysis](<https://devfeed.tech/tags/software-composition-analysis.md>), [software-development](<https://devfeed.tech/tags/software-development.md>), [strategy](<https://devfeed.tech/tags/strategy.md>), [support](<https://devfeed.tech/tags/support.md>)

### AI overview

Snyk announces that it was recognized as a Leader and a Customer Favorite in The Forrester Wave: Software Composition Analysis Software, Q4 2024. The article highlights Snyk's scores for strategy, risk intelligence, remediation and automation, reporting and analytics, toolchain integration, and component health, along with its developer-first approach to application security and DevSecOps.

### Source excerpt

Snyk's developer-first approach secures recognition as a Customer Favorite and a Leader in The Forrester Wave™: Software Composition Analysis (SCA) Software, Q4 2024 report.

## OCR with Gemini LLM on Android

DevFeed: [OCR with Gemini LLM on Android](<https://devfeed.tech/articles/ocr-with-gemini-llm-on-android-24912.md>)

Original publisher: [Read original article](<https://blog.blundellapps.co.uk/ocr-with-gemini-llm-on-android/>)

Author: blundell

Published: 2024-04-06T13:44:56Z

Content type: tutorial

Language: en

Sources: [Blundell](<https://devfeed.tech/sources/blundell.md>)

Topics: [AI Models](<https://devfeed.tech/topics/ai-models.md>), [API](<https://devfeed.tech/topics/api.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [SDKs](<https://devfeed.tech/topics/sdks.md>), [Google](<https://devfeed.tech/topics/google.md>), [LineageOS](<https://devfeed.tech/topics/lineageos.md>), [multimodal](<https://devfeed.tech/topics/multimodal.md>), [Code](<https://devfeed.tech/topics/code.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-models](<https://devfeed.tech/tags/ai-models.md>), [android](<https://devfeed.tech/tags/android.md>), [api](<https://devfeed.tech/tags/api.md>), [build](<https://devfeed.tech/tags/build.md>), [code](<https://devfeed.tech/tags/code.md>), [gemini](<https://devfeed.tech/tags/gemini.md>), [generative](<https://devfeed.tech/tags/generative.md>), [generative-ai](<https://devfeed.tech/tags/generative-ai.md>), [google](<https://devfeed.tech/tags/google.md>), [google-gemini](<https://devfeed.tech/tags/google-gemini.md>), [images](<https://devfeed.tech/tags/images.md>), [intermediate](<https://devfeed.tech/tags/intermediate.md>), [llm](<https://devfeed.tech/tags/llm.md>), [multimodal](<https://devfeed.tech/tags/multimodal.md>), [recognition](<https://devfeed.tech/tags/recognition.md>), [reference](<https://devfeed.tech/tags/reference.md>), [reference-android-gemini-llm](<https://devfeed.tech/tags/reference-android-gemini-llm.md>), [sdk](<https://devfeed.tech/tags/sdk.md>)

### AI overview

A quick introduction to setting up the Gemini API client SDK on Android for optical character recognition on images. The article explains using Gemini's multimodal models, API keys, Gradle dependencies, and image prompts to automate detection of high temperatures or increased power consumption.

### Source excerpt

This artical is a quick introduction into setting up the Gemini API client SDK on Android to perform Optical Character Recognition (OCR) on images. Let's jump straight in: The Gemini API gives you access to the latest generative AI models from Google. Gemini is a series of multimodal generative AI models developed by Google. Gemini [...] The post OCR with Gemini LLM on Android first appeared on Blundell.

## incident.io is leading the charge in incident management for G2's Spring report

DevFeed: [incident.io is leading the charge in incident management for G2's Spring report](<https://devfeed.tech/articles/incident-io-is-leading-the-charge-in-incident-management-for-g2-s-spring-report-11784.md>)

Original publisher: [Read original article](<https://incident.io/blog/g2-spring-2024-awards>)

Author: incident.io

Published: 2024-04-02T14:56:23Z

Content type: article

Language: en

Sources: [The incident.io Blog](<https://devfeed.tech/sources/the-incident-io-blog.md>)

Topics: [incident management](<https://devfeed.tech/topics/incident-management.md>), [incident](<https://devfeed.tech/topics/incident.md>), [Slack](<https://devfeed.tech/topics/slack.md>)

Tags: [awards](<https://devfeed.tech/tags/awards.md>), [incident](<https://devfeed.tech/tags/incident.md>), [incident-channel](<https://devfeed.tech/tags/incident-channel.md>), [incident-management](<https://devfeed.tech/tags/incident-management.md>), [incident-response](<https://devfeed.tech/tags/incident-response.md>), [outage](<https://devfeed.tech/tags/outage.md>), [partnerships](<https://devfeed.tech/tags/partnerships.md>), [post-mortem](<https://devfeed.tech/tags/post-mortem.md>), [recognition](<https://devfeed.tech/tags/recognition.md>), [review](<https://devfeed.tech/tags/review.md>), [slack](<https://devfeed.tech/tags/slack.md>), [slack-incident](<https://devfeed.tech/tags/slack-incident.md>), [support](<https://devfeed.tech/tags/support.md>)

### AI overview

The article announces that incident.io was ranked #1 in G2's Relationship Index for Spring 2024 in incident management. It attributes the recognition to customer partnerships, responsive support, rapid feature development, bug fixes, feature requests, and ongoing customer engagement, and mentions additional awards and customer appreciation.

### Source excerpt

Recently, we were ranked #1 in G2's Relationship Index for incident management. Here's why we're so proud of this achievement.

## Snyk named as a top cybersecurity company in inaugural Fortune Cyber 60 2023 list

DevFeed: [Snyk named as a top cybersecurity company in inaugural Fortune Cyber 60 2023 list](<https://devfeed.tech/articles/snyk-named-as-a-top-cybersecurity-company-in-inaugural-fortune-cyber-60-2023-list-8175.md>)

Original publisher: [Read original article](<https://snyk.io/blog/snyk-top-cybersecurity-company-fortune-cyber-60-2023/>)

Author: Snyk Team

Published: 2023-12-18T05:00:00Z

Content type: news

Language: en

Sources: [Blog RSS Feed | Snyk](<https://devfeed.tech/sources/blog-rss-feed-snyk.md>)

Topics: [Cybersecurity](<https://devfeed.tech/topics/cybersecurity.md>), [DevSecOps](<https://devfeed.tech/topics/devsecops.md>), [Application Security](<https://devfeed.tech/topics/application-security.md>), [snyk-apprisk](<https://devfeed.tech/topics/snyk-apprisk.md>), [supply-chain-security](<https://devfeed.tech/topics/supply-chain-security.md>), [ai-coding](<https://devfeed.tech/topics/ai-coding.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [application-security](<https://devfeed.tech/tags/application-security.md>), [aspm](<https://devfeed.tech/tags/aspm.md>), [awareness](<https://devfeed.tech/tags/awareness.md>), [blog](<https://devfeed.tech/tags/blog.md>), [company](<https://devfeed.tech/tags/company.md>), [cybersecurity](<https://devfeed.tech/tags/cybersecurity.md>), [devsecops](<https://devfeed.tech/tags/devsecops.md>), [executive](<https://devfeed.tech/tags/executive.md>), [generative-ai](<https://devfeed.tech/tags/generative-ai.md>), [growth](<https://devfeed.tech/tags/growth.md>), [recognition](<https://devfeed.tech/tags/recognition.md>), [snyk](<https://devfeed.tech/tags/snyk.md>), [snyk-apprisk](<https://devfeed.tech/tags/snyk-apprisk.md>), [snyk-team](<https://devfeed.tech/tags/snyk-team.md>), [software-supply-chain](<https://devfeed.tech/tags/software-supply-chain.md>)

### AI overview

Snyk announces its inclusion in the inaugural Fortune Cyber 60 list as a leading growth-stage cybersecurity company. The article highlights Snyk AppRisk, developer and security collaboration, software supply chain risk visibility, DeepCode AI validated fixes for human-written and AI-generated code, and recognition from Forrester and Gartner.

### Source excerpt

We're proud that Snyk has been honored with inclusion on the inaugural Fortune Cyber 60 list as a top growth-stage company.

## Building a community of builders

DevFeed: [Building a community of builders](<https://devfeed.tech/articles/building-a-community-of-builders-3302.md>)

Original publisher: [Read original article](<https://astro.build/blog/community-day-2023/>)

Author: Sarah Rainsberger; Elian Van Cutsem

Published: 2023-12-07T00:00:00Z

Content type: article

Language: en

Sources: [The Astro Blog](<https://devfeed.tech/sources/the-astro-blog.md>)

Topics: [Astro](<https://devfeed.tech/topics/astro.md>), [Maintainers](<https://devfeed.tech/topics/maintainers.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [GitHub](<https://devfeed.tech/topics/github.md>)

Tags: [astro](<https://devfeed.tech/tags/astro.md>), [building](<https://devfeed.tech/tags/building.md>), [community](<https://devfeed.tech/tags/community.md>), [launch](<https://devfeed.tech/tags/launch.md>), [maintainers](<https://devfeed.tech/tags/maintainers.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [projects](<https://devfeed.tech/tags/projects.md>), [recognition](<https://devfeed.tech/tags/recognition.md>)

### AI overview

Astro announces a public community space to recognize contributors and maintainers, alongside a shift to monthly community awards. The article also showcases personal experiments and side projects that Astro maintainers build to support their work on the project.

### Source excerpt

Today, we launch our newest initiative to recognize people in our community who go above and beyond, including our very own maintainers.

## Snyk Ranked #19 on 2023 Forbes Cloud 100 List

DevFeed: [Snyk Ranked #19 on 2023 Forbes Cloud 100 List](<https://devfeed.tech/articles/snyk-ranked-19-on-2023-forbes-cloud-100-list-8154.md>)

Original publisher: [Read original article](<https://snyk.io/blog/snyk-ranked-19-on-2023-forbes-cloud-100-list/>)

Author: Peter McKay

Published: 2023-08-08T14:00:00Z

Content type: article

Language: en

Sources: [Blog RSS Feed | Snyk](<https://devfeed.tech/sources/blog-rss-feed-snyk.md>)

Topics: [Cloud](<https://devfeed.tech/topics/cloud.md>), [snyk](<https://devfeed.tech/topics/snyk.md>), [Application Security](<https://devfeed.tech/topics/application-security.md>), [DevSecOps](<https://devfeed.tech/topics/devsecops.md>), [Security](<https://devfeed.tech/topics/security.md>)

Tags: [awareness](<https://devfeed.tech/tags/awareness.md>), [blog](<https://devfeed.tech/tags/blog.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [cloud-100](<https://devfeed.tech/tags/cloud-100.md>), [cybersecurity](<https://devfeed.tech/tags/cybersecurity.md>), [developer](<https://devfeed.tech/tags/developer.md>), [devsecops](<https://devfeed.tech/tags/devsecops.md>), [list](<https://devfeed.tech/tags/list.md>), [recognition](<https://devfeed.tech/tags/recognition.md>), [security](<https://devfeed.tech/tags/security.md>), [snyk](<https://devfeed.tech/tags/snyk.md>), [snyk-team](<https://devfeed.tech/tags/snyk-team.md>)

### AI overview

Snyk announces that it ranked 19th on the 2023 Forbes Cloud 100 list, marking its fourth consecutive appearance. The article also highlights company milestones including funding, acquisitions, leadership appointments, and the introduction of Snyk Agent Fix.

### Source excerpt

Snyk has been named to the prestigious Forbes Cloud 100 list for the fourth consecutive year, coming in at #19. The full list was unveiled this morning.

## ESP32-S3 Edge-AI｜Human Activity Recognition Using Accelerometer Data and ESP-DL

DevFeed: [ESP32-S3 Edge-AI｜Human Activity Recognition Using Accelerometer Data and ESP-DL](<https://devfeed.tech/articles/esp32-s3-edge-ai-human-activity-recognition-using-accelerometer-data-and-esp-dl-13861.md>)

Original publisher: [Read original article](<https://developer.espressif.com/blog/esp32-s3-edge-ai-human-activity-recognition-using-accelerometer-data-and-esp-dl/>)

Author: John Lee

Published: 2023-06-06T00:00:00Z

Content type: tutorial

Language: en

Sources: [Blog on Developer Portal](<https://devfeed.tech/sources/blog-on-developer-portal.md>)

Topics: [ESP32-S3](<https://devfeed.tech/topics/esp32-s3.md>), [On-device AI](<https://devfeed.tech/topics/on-device-ai.md>), [Deep neural networks](<https://devfeed.tech/topics/deep-neural-networks.md>), [ESP-IDF](<https://devfeed.tech/topics/esp-idf.md>), [Espressif](<https://devfeed.tech/topics/espressif.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [blog](<https://devfeed.tech/tags/blog.md>), [edge-ai](<https://devfeed.tech/tags/edge-ai.md>), [edge-computing](<https://devfeed.tech/tags/edge-computing.md>), [esp](<https://devfeed.tech/tags/esp.md>), [esp-dl](<https://devfeed.tech/tags/esp-dl.md>), [esp-idf](<https://devfeed.tech/tags/esp-idf.md>), [esp32-s3](<https://devfeed.tech/tags/esp32-s3.md>), [espressif](<https://devfeed.tech/tags/espressif.md>), [neural-networks](<https://devfeed.tech/tags/neural-networks.md>), [recognition](<https://devfeed.tech/tags/recognition.md>)

### AI overview

This tutorial explains how to read accelerometer data and deploy a deep-learning model with ESP-DL on an ESP32-S3 for human activity recognition. It covers prerequisites, ESP-IDF project structure, model definition, layer initialization, and layer construction.

### Source excerpt

Edge computing is a distributed computing paradigm that brings computation and data storage closer to the device's location. Edge Artificial Intelligence (edge-AI) is an exciting development within edge computing because it allows traditional technologies to run more efficiently, with higher performance and less power. Trained neural networks are used to make inferences on small devices.

## Reflecting on one of the biggest incidents in our history

DevFeed: [Reflecting on one of the biggest incidents in our history](<https://devfeed.tech/articles/reflecting-on-one-of-the-biggest-incidents-in-our-history-11865.md>)

Original publisher: [Read original article](<https://incident.io/blog/kubecon-post-mortem>)

Author: Luis Gonzalez

Published: 2023-05-01T00:00:00Z

Content type: article

Language: en

Sources: [The incident.io Blog](<https://devfeed.tech/sources/the-incident-io-blog.md>)

Topics: [incident](<https://devfeed.tech/topics/incident.md>), [Post Mortem](<https://devfeed.tech/topics/post-mortem.md>)

Tags: [conference](<https://devfeed.tech/tags/conference.md>), [incident](<https://devfeed.tech/tags/incident.md>), [incident-channel](<https://devfeed.tech/tags/incident-channel.md>), [incident-management](<https://devfeed.tech/tags/incident-management.md>), [incident-response](<https://devfeed.tech/tags/incident-response.md>), [kubecon](<https://devfeed.tech/tags/kubecon.md>), [outage](<https://devfeed.tech/tags/outage.md>), [post-mortem](<https://devfeed.tech/tags/post-mortem.md>), [recognition](<https://devfeed.tech/tags/recognition.md>), [slack-incident](<https://devfeed.tech/tags/slack-incident.md>), [storage](<https://devfeed.tech/tags/storage.md>)

### AI overview

The article humorously presents running out of T-shirts during KubeCon as a major incident. It recounts how unexpectedly high demand, amplified by recognition of the shirts as standout conference swag, quickly exhausted the team's supply.

### Source excerpt

During KubeCon, we experienced a significant incident and rallied to resolve it. Here's the story behind it.

## 100,000 Moon Shots: How Computational Photography Develops Images

DevFeed: [100,000 Moon Shots: How Computational Photography Develops Images](<https://devfeed.tech/articles/100-00-moon-shots-36638.md>)

Original publisher: [Read original article](<https://shostack.org/blog/10000-moon-shots/>)

Author: Adam

Published: 2020-01-12T00:00:00Z

Content type: opinion

Language: en

Sources: [Shostack & Friends Blog](<https://devfeed.tech/sources/shostack-friends-blog.md>)

Topics: [Image](<https://devfeed.tech/topics/image.md>), [Development](<https://devfeed.tech/topics/development.md>)

Tags: [amazing](<https://devfeed.tech/tags/amazing.md>), [camera](<https://devfeed.tech/tags/camera.md>), [combines](<https://devfeed.tech/tags/combines.md>), [conversion](<https://devfeed.tech/tags/conversion.md>), [photos](<https://devfeed.tech/tags/photos.md>), [recognition](<https://devfeed.tech/tags/recognition.md>)

### AI overview

The article discusses Andrew McCarthy's moon photographs and compares their creation from many exposures with the computational processing performed by modern cameras and phones. It describes RAW conversion, HDR, panoramas, and portrait mode as forms of image development and enhancement.

### Source excerpt

Amazing and impressive photographs of the moon.

## Why Small Teams and Passion Matter in Building Computing Systems

DevFeed: [Why Small Teams and Passion Matter in Building Computing Systems](<https://devfeed.tech/articles/the-new-golden-age-of-building-with-soul-35182.md>)

Original publisher: [Read original article](<https://blog.jessfraz.com/post/new-golden-age-of-building-with-soul/>)

Published: 2019-02-13T15:09:26Z

Content type: opinion

Language: en

Sources: [Jessie Frazelle](<https://devfeed.tech/sources/jessie-frazelle.md>)

Topics: [Computing](<https://devfeed.tech/topics/computing.md>), [trust](<https://devfeed.tech/topics/trust.md>)

Tags: [computing](<https://devfeed.tech/tags/computing.md>), [intel](<https://devfeed.tech/tags/intel.md>), [mission](<https://devfeed.tech/tags/mission.md>), [moore-s-law](<https://devfeed.tech/tags/moore-s-law.md>), [personal](<https://devfeed.tech/tags/personal.md>), [power](<https://devfeed.tech/tags/power.md>), [recognition](<https://devfeed.tech/tags/recognition.md>), [small](<https://devfeed.tech/tags/small.md>), [team](<https://devfeed.tech/tags/team.md>), [trust](<https://devfeed.tech/tags/trust.md>), [x86](<https://devfeed.tech/tags/x86.md>)

### AI overview

This opinion article reflects on the early era of garage-built personal computers and argues that small, mission-aligned teams can create impactful computing systems. Drawing on The Soul of a New Machine, it emphasizes passion, accomplishment, self-fulfillment, expertise, and trust over power or recognition.

### Source excerpt

From the Intel x86 Manual: In the mid-1960s, Intel cofounder and Chairman Emeritus Gordon Moore had this observation: "... the number of transistors that would be incorporated on a silicon die would double every 18 months for the next several years." Over the past three and half decades, this prediction known as "Moore's Law" has continued to hold true. Moore's Law is coming up a lot lately in the context of coming to an end. It's kind of been a running joke for quite some time though so I think there is still a bit of skepticism around claiming it's ending. However, Moore's Law ending can mean a lot of different things for the future of computing. Golden Age of Garage Computer Builders Personally, I look back on the golden age of computers as the time when people were building the first personal computers in their garage. There is a certain whimsy of that time fueled with a mix of hard work and passion for building something crazy with a very small team. In today's age, at large companies, most engineers take jobs where they work on one teeny aspect of a machine or website or app. Sometimes they are not even aware of the larger goal or vision but just their own little world. Back in the garage computer building era (or so I will call it), a very small group of people aligned on a mission could create something bigger than themselves and have immense impact. This is more aligned with how startups work, in my opinion, in that small groups of people with the same end goal build something together. Soul and Passion This break I read The Soul of a New Machine, thanks @bcantrill for the recommendation. (He also wrote an amazing blog post on it.) In the book, a small team built an entire machine. The book really hit home for me on so many levels. The team wasn't driven by power or greed, but by accomplishment and self-fulfillment. They put a part of themselves in the machine therefore producing a machine with a soul. The chapter 15 of The Soul of a new Machine is so powerfu

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