# Video

Published articles for Video.

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

## Obfuscation Fundamentals: Applying ProGuard and R8 Protections to Android Code

DevFeed: [Obfuscation Fundamentals: Applying ProGuard and R8 Protections to Android Code](<https://devfeed.tech/articles/obfuscation-32342.md>)

Original publisher: [Read original article](<https://dustn.dev/page/presentations/2019-07-24-obfuscation-fundamentals/>)

Author: dustin@dustn.dev (Dustin Summers)

Published: 2026-09-17T04:13:15.404035Z

Content type: tutorial

Language: en

Sources: [Dustin Summers](<https://devfeed.tech/sources/dustin-summers.md>)

Topics: [obfuscation](<https://devfeed.tech/topics/obfuscation.md>), [Android](<https://devfeed.tech/topics/android.md>), [R8](<https://devfeed.tech/topics/r8.md>), [Code](<https://devfeed.tech/topics/code.md>)

Tags: [android](<https://devfeed.tech/tags/android.md>), [meetup](<https://devfeed.tech/tags/meetup.md>), [obfuscation](<https://devfeed.tech/tags/obfuscation.md>), [proguard](<https://devfeed.tech/tags/proguard.md>), [r8](<https://devfeed.tech/tags/r8.md>), [video](<https://devfeed.tech/tags/video.md>)

### AI overview

A presentation introducing obfuscation with ProGuard and R8, focused on applying protections to Android code. It explains how to diagnose the code entering and leaving these build tools.

### Source excerpt

This presentation was given at a MeetUp in DC. It corresponds to this series of blog posts, which is the first in a series to teach about Obfuscation/ProGuard/R8, and will primarily be centered around applying protections to Android Code. Tools such as R8 and ProGuard are available, but to many they are a black box that code goes into and stuff comes out. The following will demystify the black box, and teach developers how to properly diagnose the code going into and coming out of these build tools.

## Modern Android Hacking

DevFeed: [Modern Android Hacking](<https://devfeed.tech/articles/modern-android-hacking-32344.md>)

Original publisher: [Read original article](<https://dustn.dev/page/presentations/2020-11-18-modern-android-hacking/>)

Author: dustin@dustn.dev (Dustin Summers)

Published: 2026-09-17T04:13:15.404035Z

Content type: article

Language: en

Sources: [Dustin Summers](<https://devfeed.tech/sources/dustin-summers.md>)

Topics: [Hacking](<https://devfeed.tech/topics/hacking.md>), [Android](<https://devfeed.tech/topics/android.md>)

Tags: [android](<https://devfeed.tech/tags/android.md>), [hacking](<https://devfeed.tech/tags/hacking.md>), [modern](<https://devfeed.tech/tags/modern.md>), [presentation](<https://devfeed.tech/tags/presentation.md>), [summit](<https://devfeed.tech/tags/summit.md>), [video](<https://devfeed.tech/tags/video.md>)

### AI overview

A presentation titled "Modern Android Hacking" was given at the 2020 Android Summit, which was hosted virtually due to the pandemic. The page provides a video of the presentation.

### Source excerpt

This presentation was given at the 2020 Android Summit which was hosted virtually due to the pandemic Video of Presentation:

## ENILINX TICKEY - An ESP32-S3-based color e-Paper badge with open firmware (Crowdfunding)

DevFeed: [ENILINX TICKEY - An ESP32-S3-based color e-Paper badge with open firmware (Crowdfunding)](<https://devfeed.tech/articles/enilinx-tickey-an-esp32-s3-based-color-e-paper-badge-with-open-firmware-crowdfunding-35040.md>)

Original publisher: [Read original article](<https://www.cnx-software.com/2026/09/17/enilinx-tickey-esp32-s3-color-e-paper-badge-with-open-firmware/>)

Author: Debashis Das

Published: 2026-09-17T00:00:34Z

Content type: news

Language: en

Sources: [CNX Software - Embedded Systems News](<https://devfeed.tech/sources/cnx-software-embedded-systems-news.md>)

Topics: [ESP32-S3](<https://devfeed.tech/topics/esp32-s3.md>), [e-ink](<https://devfeed.tech/topics/e-ink.md>), [Microcontroller](<https://devfeed.tech/topics/microcontroller.md>), [Embedded Systems](<https://devfeed.tech/topics/embedded-systems.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>)

Tags: [ble](<https://devfeed.tech/tags/ble.md>), [bluetooth](<https://devfeed.tech/tags/bluetooth.md>), [display](<https://devfeed.tech/tags/display.md>), [e-paper](<https://devfeed.tech/tags/e-paper.md>), [embedded](<https://devfeed.tech/tags/embedded.md>), [embedded-systems](<https://devfeed.tech/tags/embedded-systems.md>), [epaper](<https://devfeed.tech/tags/epaper.md>), [esp32](<https://devfeed.tech/tags/esp32.md>), [esp32-s3](<https://devfeed.tech/tags/esp32-s3.md>), [espressif](<https://devfeed.tech/tags/espressif.md>), [firmware](<https://devfeed.tech/tags/firmware.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [kickstarter](<https://devfeed.tech/tags/kickstarter.md>), [low-power](<https://devfeed.tech/tags/low-power.md>), [news](<https://devfeed.tech/tags/news.md>), [nfc](<https://devfeed.tech/tags/nfc.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [qr-code](<https://devfeed.tech/tags/qr-code.md>), [screen](<https://devfeed.tech/tags/screen.md>), [video](<https://devfeed.tech/tags/video.md>)

### AI overview

ENILINX has launched the TICKEY, a 3.7-inch color e-paper badge and desk display based on the ESP32-S3. It includes Wi-Fi, Bluetooth, NFC, a rechargeable battery, and support for smartphone updates, with standard and Developer Edition storage options. The company describes the firmware as open source, but no repository or further implementation details were available when the article was written.

### Source excerpt

ENIAC (operating as ENILINX) has launched the TICKEY, a 3.7-inch color e-Paper smart badge and desk display built around an ESP32-S3 MCU. The device features Wi-Fi, Bluetooth, and NFC connectivity, allowing users to update the screen from a smartphone without requiring continuous power to hold a static image. The display uses Modos' color e-paper technology to deliver 48+ native colors, with refresh times as fast as 3 seconds and sunlight readability. Measuring just 3.8mm thick and weighing 45 grams, TICKEY features an aluminum-alloy body and interchangeable faceplates, and supports NFC and QR code-based web profile sharing. The standard version includes 8MB of storage, whereas the Developer Edition offers 128MB for more advanced applications. These features make it suitable for desk reminders, event identification, digital business cards, and interactive maker projects. TICKEY specifications: Wireless MCU - ESP32-S3 Dual-core Tensilica LX7 microcontroller @ up to 240 MHz Wireless - 2.4 GHz 802.11n [...] The post ENILINX TICKEY - An ESP32-S3-based color e-Paper badge with open firmware (Crowdfunding) appeared first on CNX Software - Embedded Systems News.

## sem-ai 0.4.0: smaller responses, safer access, and pre-flight checks

DevFeed: [sem-ai 0.4.0: smaller responses, safer access, and pre-flight checks](<https://devfeed.tech/articles/sem-ai-0-4-0-smaller-responses-safer-access-and-pre-flight-checks-30850.md>)

Original publisher: [Read original article](<https://semaphore.io/blog/sem-ai-0.4.0-smaller-responses,-safer-access,-and-pre-flight-checks>)

Author: Pete Miloravac

Published: 2026-09-16T12:01:04Z

Content type: release

Language: en

Sources: [Semaphore Engineering](<https://devfeed.tech/sources/semaphore-engineering.md>)

Topics: [AI-assisted coding](<https://devfeed.tech/topics/ai-assisted-coding.md>), [Claude Code](<https://devfeed.tech/topics/claude-code.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>), [Authorization](<https://devfeed.tech/topics/authorization.md>), [API](<https://devfeed.tech/topics/api.md>), [configuration](<https://devfeed.tech/topics/configuration.md>)

Tags: [ai-coding-agents](<https://devfeed.tech/tags/ai-coding-agents.md>), [api](<https://devfeed.tech/tags/api.md>), [audio](<https://devfeed.tech/tags/audio.md>), [claude-code](<https://devfeed.tech/tags/claude-code.md>), [command-line](<https://devfeed.tech/tags/command-line.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [permissions](<https://devfeed.tech/tags/permissions.md>), [pipelines](<https://devfeed.tech/tags/pipelines.md>), [product-news](<https://devfeed.tech/tags/product-news.md>), [release](<https://devfeed.tech/tags/release.md>), [video](<https://devfeed.tech/tags/video.md>)

### AI overview

Semaphore's sem-ai 0.4.0 release adds more compact workflow and pipeline responses, context switching across organizations and credentials, and support for managing pre-flight checks. The update is aimed at reducing context usage and enabling more targeted permissions for AI coding agents.

### Source excerpt

AI coding agents work best when they receive the right information without unnecessary noise. They also need clearly defined permissions and reliable safeguards for the changes they make. sem-ai 0.4.0 improves all three areas. The release introduces more compact pipeline responses, flexible context switching, and support for Semaphore pre-flight checks. Watch Nick demonstrate the new [...] The post sem-ai 0.4.0: smaller responses, safer access, and pre-flight checks appeared first on Semaphore.

## CVITEK CV1842H-P-based edge AI camera module offers night vision and AI-ISP support (Crowdfunding)

DevFeed: [CVITEK CV1842H-P-based edge AI camera module offers night vision and AI-ISP support (Crowdfunding)](<https://devfeed.tech/articles/cvitek-cv1842h-p-based-edge-ai-camera-module-offers-night-vision-and-ai-isp-support-crowdfunding-27005.md>)

Original publisher: [Read original article](<https://www.cnx-software.com/2026/09/16/cvitek-cv1842h-p-based-edge-ai-camera-module-offers-night-vision-and-ai-isp-support/>)

Author: Debashis Das

Published: 2026-09-16T00:00:55Z

Content type: news

Language: en

Sources: [CNX Software - Embedded Systems News](<https://devfeed.tech/sources/cnx-software-embedded-systems-news.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Embedded Systems](<https://devfeed.tech/topics/embedded-systems.md>), [AI Inference](<https://devfeed.tech/topics/ai-inference.md>), [V](<https://devfeed.tech/topics/v.md>), [Arm](<https://devfeed.tech/topics/arm.md>), [cpu](<https://devfeed.tech/topics/cpu.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [Ethernet](<https://devfeed.tech/topics/ethernet.md>), [Linux](<https://devfeed.tech/topics/linux.md>), [Toit](<https://devfeed.tech/topics/toit.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [arm](<https://devfeed.tech/tags/arm.md>), [artificial-intelligence-ai](<https://devfeed.tech/tags/artificial-intelligence-ai.md>), [camera](<https://devfeed.tech/tags/camera.md>), [computer-vision](<https://devfeed.tech/tags/computer-vision.md>), [cpu](<https://devfeed.tech/tags/cpu.md>), [debug](<https://devfeed.tech/tags/debug.md>), [edge-ai](<https://devfeed.tech/tags/edge-ai.md>), [embedded](<https://devfeed.tech/tags/embedded.md>), [ethernet](<https://devfeed.tech/tags/ethernet.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [inference](<https://devfeed.tech/tags/inference.md>), [kickstarter](<https://devfeed.tech/tags/kickstarter.md>), [linux](<https://devfeed.tech/tags/linux.md>), [module](<https://devfeed.tech/tags/module.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [risc-v](<https://devfeed.tech/tags/risc-v.md>), [robotics](<https://devfeed.tech/tags/robotics.md>), [rt-thread](<https://devfeed.tech/tags/rt-thread.md>), [soc](<https://devfeed.tech/tags/soc.md>), [sophgo](<https://devfeed.tech/tags/sophgo.md>), [tinyml](<https://devfeed.tech/tags/tinyml.md>), [usb](<https://devfeed.tech/tags/usb.md>), [video](<https://devfeed.tech/tags/video.md>), [vision](<https://devfeed.tech/tags/vision.md>)

### AI overview

The AIMORELOGY Ovis is an open-source modular AI vision camera built around the CVITEK CV1842H-P SoC. It provides full-color 1080p night vision, 1.5 TOPS edge AI inference, USB and Ethernet connectivity, and a dual-OS environment using Linux and RT-Thread.

### Source excerpt

The AIMORELOGY Ovis is an open-source AI vision camera module built around the CVITEK CV1842H-P SoC, with full-color 1080p night vision and 1.5 TOPS edge AI inference in a compact modular design. It is designed for drones, robotics, security systems, smart cameras, and custom embedded vision products. The camera features a compact stacked design, with a 20 x 20 mm Core board that includes the CVITEK CV1842H-P SoC, 2 Gbit NAND flash, USB, and UART debug pads. A Sensor board with the SC235HAI image sensor connects on top and also adds Ethernet and UART interfaces. An optional CVBS board goes between the Sensor board and the Ovis Core board. AIMORELOGY Ovis specifications: Ovis Core Board SoC - CVITEK CV1842H-P CPU - 1x Arm Cortex-A53 core @ 1.1 GHz, 1x RISC-V C906 core @ 800 MHz NPU - 1.5 TOPS @ INT8 with BF16 support ISP - AI-ISP with real-time 1080p [...] The post CVITEK CV1842H-P-based edge AI camera module offers night vision and AI-ISP support (Crowdfunding) appeared first on CNX Software - Embedded Systems News.

## Running Agent Harnesses with Local Models

DevFeed: [Running Agent Harnesses with Local Models](<https://devfeed.tech/articles/easiest-way-to-run-agent-harnesses-using-local-models-26896.md>)

Original publisher: [Read original article](<https://blog.dailydoseofds.com/p/easiest-way-to-run-agent-harnesses>)

Author: Avi Chawla

Published: 2026-09-15T21:59:31Z

Content type: tutorial

Language: en

Sources: [Daily Dose of Data Science](<https://devfeed.tech/sources/daily-dose-of-data-science.md>)

Topics: [Large Language Model](<https://devfeed.tech/topics/llm.md>), [coding](<https://devfeed.tech/topics/coding.md>), [Hardware](<https://devfeed.tech/topics/hardware.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [Claude Code](<https://devfeed.tech/topics/claude-code.md>), [codex](<https://devfeed.tech/topics/codex.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [coding](<https://devfeed.tech/tags/coding.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [local](<https://devfeed.tech/tags/local.md>), [models](<https://devfeed.tech/tags/models.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [opentelemetry](<https://devfeed.tech/tags/opentelemetry.md>), [profiling](<https://devfeed.tech/tags/profiling.md>), [recommendations](<https://devfeed.tech/tags/recommendations.md>), [run-agent](<https://devfeed.tech/tags/run-agent.md>), [video](<https://devfeed.tech/tags/video.md>)

### AI overview

A video walkthrough explains how Magnitude profiles computer hardware, benchmarks local models, recommends practical candidates, and connects a selected model to coding agent harnesses such as Claude Code, Codex, OpenCode, and Pi. The article also presents a Dynatrace reference application for tracing LLM pipelines with OpenTelemetry.

### Source excerpt

...explained with a full video walkthrough.

## Arcturus Vision Camera Adds Color Passthrough & 3D Video Capture To Steam Frame

DevFeed: [Arcturus Vision Camera Adds Color Passthrough & 3D Video Capture To Steam Frame](<https://devfeed.tech/articles/arcturus-vision-camera-adds-color-passthrough-3d-video-capture-to-steam-frame-26798.md>)

Original publisher: [Read original article](<https://www.uploadvr.com/steam-frame-arcturus-vision-camera-color-passthrough/>)

Author: David Heaney

Published: 2026-09-15T06:59:00Z

Content type: news

Language: en

Sources: [UploadVR](<https://devfeed.tech/sources/uploadvr.md>)

Topics: [3D](<https://devfeed.tech/topics/3d.md>)

Tags: [3d](<https://devfeed.tech/tags/3d.md>), [camera](<https://devfeed.tech/tags/camera.md>), [capture](<https://devfeed.tech/tags/capture.md>), [experimental](<https://devfeed.tech/tags/experimental.md>), [headsets-tech](<https://devfeed.tech/tags/headsets-tech.md>), [rgb](<https://devfeed.tech/tags/rgb.md>), [video](<https://devfeed.tech/tags/video.md>), [vision](<https://devfeed.tech/tags/vision.md>)

### AI overview

The $149 Arcturus Vision Camera adds color passthrough to Valve's Steam Frame headset through its PCI-E expansion port. It also captures tracked stereoscopic 3D video, with options for 6-megapixel-per-eye HDR recording at 60fps or lower-resolution recording at 120fps.

### Source excerpt

The $149 Arcturus Vision Camera, weighing just 10 grams, adds 6 megapixel per eye color passthrough to Steam Frame and captures tracked 3D HDR video.

## Apple Laid Off Around 100 Staff Working On Vision Pro, But Don't Panic

DevFeed: [Apple Laid Off Around 100 Staff Working On Vision Pro, But Don't Panic](<https://devfeed.tech/articles/apple-laid-off-around-100-staff-working-on-vision-pro-but-don-t-panic-17469.md>)

Original publisher: [Read original article](<https://www.uploadvr.com/apple-vision-pro-layoffs-2026-gaming-immersive-video/>)

Author: David Heaney

Published: 2026-09-14T13:06:59Z

Content type: news

Language: en

Sources: [UploadVR](<https://devfeed.tech/sources/uploadvr.md>)

Topics: [visionOS](<https://devfeed.tech/topics/visionos.md>), [Security](<https://devfeed.tech/topics/security.md>), [Meta](<https://devfeed.tech/topics/meta.md>)

Tags: [apple](<https://devfeed.tech/tags/apple.md>), [article](<https://devfeed.tech/tags/article.md>), [company](<https://devfeed.tech/tags/company.md>), [cost](<https://devfeed.tech/tags/cost.md>), [ecosystem](<https://devfeed.tech/tags/ecosystem.md>), [gaming](<https://devfeed.tech/tags/gaming.md>), [immersive-video](<https://devfeed.tech/tags/immersive-video.md>), [industry-news](<https://devfeed.tech/tags/industry-news.md>), [meta](<https://devfeed.tech/tags/meta.md>), [open](<https://devfeed.tech/tags/open.md>), [report](<https://devfeed.tech/tags/report.md>), [security](<https://devfeed.tech/tags/security.md>), [series](<https://devfeed.tech/tags/series.md>), [third-party](<https://devfeed.tech/tags/third-party.md>), [video](<https://devfeed.tech/tags/video.md>), [vision](<https://devfeed.tech/tags/vision.md>)

### AI overview

Apple laid off around 100 Vision Pro staff, largely shutting down its spatial gaming team and reducing its immersive video team. The cuts also affected security, spatial audio, Siri integration, and visionOS personnel, but Apple is not leaving the VR/MR market. The changes reflect limited gaming use and the high cost of producing immersive video. Apple may launch a slimmer, lighter successor headset around late 2028, although its continuation could depend on the wider headset market.

### Source excerpt

Apple laid off around 100 staff working on Vision Pro, including "largely shutting down" the spatial gaming team and downsizing the immersive video team, Bloomberg's Mark Gurman reported.

## JetKVM Mini - A low-cost, ESP32-P4X-based KVM with Ethernet or WiFi connectivity

DevFeed: [JetKVM Mini - A low-cost, ESP32-P4X-based KVM with Ethernet or WiFi connectivity](<https://devfeed.tech/articles/jetkvm-mini-a-low-cost-esp32-p4x-based-kvm-with-ethernet-or-wifi-connectivity-14043.md>)

Original publisher: [Read original article](<https://www.cnx-software.com/2026/09/14/jetkvm-mini-a-low-cost-esp32-p4x-based-kvm-with-ethernet-or-wifi-connectivity/>)

Author: Jean-Luc Aufranc (CNXSoft)

Published: 2026-09-14T02:03:40Z

Content type: news

Language: en

Sources: [CNX Software - Embedded Systems News](<https://devfeed.tech/sources/cnx-software-embedded-systems-news.md>)

Topics: [Jetkvm](<https://devfeed.tech/topics/jetkvm.md>), [ESP32](<https://devfeed.tech/topics/esp32.md>), [Embedded Software Dev](<https://devfeed.tech/topics/embedded-software-dev.md>), [Microcontroller](<https://devfeed.tech/topics/microcontroller.md>), [RISC-V](<https://devfeed.tech/topics/riscv.md>), [Web](<https://devfeed.tech/topics/web.md>), [WebRTC](<https://devfeed.tech/topics/webrtc.md>), [networking](<https://devfeed.tech/topics/networking.md>), [USB](<https://devfeed.tech/topics/usb.md>)

Tags: [4k](<https://devfeed.tech/tags/4k.md>), [embedded-systems](<https://devfeed.tech/tags/embedded-systems.md>), [esp-idf](<https://devfeed.tech/tags/esp-idf.md>), [esp32](<https://devfeed.tech/tags/esp32.md>), [esp32-p4](<https://devfeed.tech/tags/esp32-p4.md>), [espressif](<https://devfeed.tech/tags/espressif.md>), [ethernet](<https://devfeed.tech/tags/ethernet.md>), [firmware](<https://devfeed.tech/tags/firmware.md>), [freertos](<https://devfeed.tech/tags/freertos.md>), [github](<https://devfeed.tech/tags/github.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [hdmi](<https://devfeed.tech/tags/hdmi.md>), [jetkvm](<https://devfeed.tech/tags/jetkvm.md>), [kvm](<https://devfeed.tech/tags/kvm.md>), [linux](<https://devfeed.tech/tags/linux.md>), [macos](<https://devfeed.tech/tags/macos.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [risc-v](<https://devfeed.tech/tags/risc-v.md>), [soc](<https://devfeed.tech/tags/soc.md>), [usb](<https://devfeed.tech/tags/usb.md>), [video](<https://devfeed.tech/tags/video.md>), [webrtc](<https://devfeed.tech/tags/webrtc.md>), [wifi](<https://devfeed.tech/tags/wifi.md>), [wifi-6](<https://devfeed.tech/tags/wifi-6.md>)

### AI overview

JetKVM Mini is a smaller, lower-cost KVM over IP device based on the ESP32-P4X instead of Linux running on a Rockchip SoC. It provides Ethernet or WiFi connectivity, 1080p video capture, H.264 streaming over WebRTC, USB device emulation, and an information display. Its firmware uses FreeRTOS and ESP-IDF, while JetKVM OS Services add features such as 4K screen capture, shared clipboard, a guest terminal, and file transfer on compatible hosts.

### Source excerpt

JetKVM Mini is a smaller, lower-cost version of the popular JetKVM KVM over IP solution. The new model features a small information display, offers Ethernet or WiFi connectivity, and supports 1080p video capture. The main under-the-hood change is that they ditched Linux on a Rockchip RV1106G3 SoC and now rely on an ESP32-P4X (ESP32-P4 version 3.x and greater) to handle video capture, H.264 encoding, USB, and other features. The largest cost saving is removing the RAM and eMMC flash required by Linux. JetKVM Mini specifications: SoC - Espressif Systems ESP32-P4X CPU Dual-core 32-bit RISC-V HP (High-performance) CPU @ up to 400 MHz with AI instruction extension and single-precision FPU Single-RISC-V LP (Low-power) MCU core @ up to 40 MHz Memory 768 KB HP L2MEM (for dual-core CPU), 32 KB LP SRAM, 8 KB TCM (for LP MCU core) 32 MB PSRAM Storage - 128 KB HP ROM, 16 KB LP ROM [...] The post JetKVM Mini - A low-cost, ESP32-P4X-based KVM with Ethernet or WiFi connectivity appeared first on CNX Software - Embedded Systems News.

## HeyGen x Google Cloud: Bringing Avatar IV to TPUs

DevFeed: [HeyGen x Google Cloud: Bringing Avatar IV to TPUs](<https://devfeed.tech/articles/heygen-x-google-cloud-bringing-avatar-iv-to-tpus-4211.md>)

Original publisher: [Read original article](<https://developers.googleblog.com/heygen-x-google-cloud-bringing-avatar-iv-to-tpus/>)

Published: 2026-09-12T11:04:33.891311Z

Content type: article

Language: en

Sources: [Google Developers Blog](<https://devfeed.tech/sources/google-developers-blog.md>)

Topics: [Google](<https://devfeed.tech/topics/google.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Optimization](<https://devfeed.tech/topics/optimization.md>), [AI Infrastructure](<https://devfeed.tech/topics/ai-infrastructure.md>), [Transformer](<https://devfeed.tech/topics/transformer.md>), [PyTorch](<https://devfeed.tech/topics/pytorch.md>), [Compiler](<https://devfeed.tech/topics/compiler.md>), [Streaming](<https://devfeed.tech/topics/streaming.md>), [real-time](<https://devfeed.tech/topics/real-time.md>), [Hardware](<https://devfeed.tech/topics/hardware.md>), [API](<https://devfeed.tech/topics/api.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-infrastructure](<https://devfeed.tech/tags/ai-infrastructure.md>), [api](<https://devfeed.tech/tags/api.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [code](<https://devfeed.tech/tags/code.md>), [compiler](<https://devfeed.tech/tags/compiler.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [generation](<https://devfeed.tech/tags/generation.md>), [google](<https://devfeed.tech/tags/google.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [model](<https://devfeed.tech/tags/model.md>), [optimization](<https://devfeed.tech/tags/optimization.md>), [performance](<https://devfeed.tech/tags/performance.md>), [pytorch](<https://devfeed.tech/tags/pytorch.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [streaming](<https://devfeed.tech/tags/streaming.md>), [time](<https://devfeed.tech/tags/time.md>), [tpu](<https://devfeed.tech/tags/tpu.md>), [transformers](<https://devfeed.tech/tags/transformers.md>), [video](<https://devfeed.tech/tags/video.md>)

### AI overview

HeyGen and Google Cloud describe porting the 18B+ parameter Avatar IV talking-head video generation pipeline to an eight-chip Trillium TPU host. Using torchax, JAX, XLA, FSDP sharding, Ulysses sequence parallelism, and custom Pallas kernels, the team improved performance by 1.86x for real-time chunked streaming while preserving output quality through strict quality gates.

### Source excerpt

HeyGen ported their 18B+ parameter Avatar IV video generation model to Google Cloud's Trillium (v6e) TPUs via torchax and XLA, utilizing FSDP and Ulysses sequence parallelism across an eight-chip mesh. To achieve a 1.86x speedup for real-time streaming, the engineering team pipelined exposed all-to-all collectives, aligned sparse attention block sizes to eliminate mask padding, and bypassed softmax serial dependencies using a precomputed Cauchy-Schwarz upper bound. These custom Pallas kernel and compiler optimizations were deployed only after passing rigorous two-tier quality gates to guarantee byte-identical or mathematically equivalent pixel outputs.

## The Palindrome Announces a Graph Theory for Visual Learners Video Course

DevFeed: [The Palindrome Announces a Graph Theory for Visual Learners Video Course](<https://devfeed.tech/articles/you-asked-for-graph-theory-i-m-going-all-in-38820.md>)

Original publisher: [Read original article](<https://thepalindrome.org/p/you-asked-for-graph-theory-im-going>)

Author: Tivadar Danka

Published: 2026-09-12T08:47:28Z

Content type: opinion

Language: en

Sources: [The Palindrome](<https://devfeed.tech/sources/the-palindrome.md>)

Topics: [Graphs](<https://devfeed.tech/topics/graphs.md>), [math](<https://devfeed.tech/topics/math.md>)

Tags: [graph](<https://devfeed.tech/tags/graph.md>), [graph-theory](<https://devfeed.tech/tags/graph-theory.md>), [subscriber](<https://devfeed.tech/tags/subscriber.md>), [video](<https://devfeed.tech/tags/video.md>)

### AI overview

The Palindrome announces a planned comprehensive graph theory video course called "Graph Theory for Visual Learners" and launches a support campaign for paid subscribers and founding members. The project will use custom animations and include an upcoming video release.

### Source excerpt

I'm creating The Palindrome's most ambitious video yet. Become a paid subscriber and be part of it.

## iPhone Duo Seemingly Can't Capture Spatial Photos Or Video

DevFeed: [iPhone Duo Seemingly Can't Capture Spatial Photos Or Video](<https://devfeed.tech/articles/iphone-duo-seemingly-can-t-capture-spatial-photos-or-video-17283.md>)

Original publisher: [Read original article](<https://www.uploadvr.com/iphone-duo-seemingly-cant-capture-spatial-photos-or-video/>)

Author: Craig Storm

Published: 2026-09-11T21:15:11Z

Content type: news

Language: en

Sources: [UploadVR](<https://devfeed.tech/sources/uploadvr.md>)

Topics: [iphone](<https://devfeed.tech/topics/iphone.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Machine learning](<https://devfeed.tech/topics/machine-learning.md>)

Tags: [3d-media](<https://devfeed.tech/tags/3d-media.md>), [ai](<https://devfeed.tech/tags/ai.md>), [cameras](<https://devfeed.tech/tags/cameras.md>), [iphone](<https://devfeed.tech/tags/iphone.md>), [iphone-duo](<https://devfeed.tech/tags/iphone-duo.md>), [machine-learning](<https://devfeed.tech/tags/machine-learning.md>), [photos](<https://devfeed.tech/tags/photos.md>), [video](<https://devfeed.tech/tags/video.md>), [vision](<https://devfeed.tech/tags/vision.md>)

### AI overview

Apple's $1,999 iPhone Duo appears not to support native spatial photo or spatial video capture, despite having cameras and processing hardware comparable to supported iPhone Pro models. Apple has not explained the omission, and the device was not independently tested.

### Source excerpt

Apple's $2000 iPhone Duo has two rear cameras, but seemingly can't capture spatial photos or video for viewing on Apple Vision Pro.

## Putting Captions to the Test: Evaluating Video Caption Quality through Multiple-Choice Question Answering

DevFeed: [Putting Captions to the Test: Evaluating Video Caption Quality through Multiple-Choice Question Answering](<https://devfeed.tech/articles/putting-captions-to-the-test-evaluating-video-caption-quality-through-multiple-choice-question-answering-6736.md>)

Original publisher: [Read original article](<https://machinelearning.apple.com/research/video-caption-quality>)

Published: 2026-09-11T00:00:00Z

Content type: article

Language: en

Sources: [Apple Machine Learning Research](<https://devfeed.tech/sources/apple-machine-learning-research.md>)

Topics: [LLM evaluation / benchmarking](<https://devfeed.tech/topics/llm-evaluation-benchmarking.md>), [Ground truth / benchmark quality](<https://devfeed.tech/topics/ground-truth-benchmark-quality.md>), [Hallucination detection](<https://devfeed.tech/topics/hallucination-detection.md>)

Tags: [benchmark](<https://devfeed.tech/tags/benchmark.md>), [computer-vision](<https://devfeed.tech/tags/computer-vision.md>), [evaluation](<https://devfeed.tech/tags/evaluation.md>), [metrics](<https://devfeed.tech/tags/metrics.md>), [multimodal](<https://devfeed.tech/tags/multimodal.md>), [research](<https://devfeed.tech/tags/research.md>), [video](<https://devfeed.tech/tags/video.md>)

### AI overview

The article introduces CapQuiz, a reference-free benchmark for evaluating video-caption quality through human-verified multiple-choice questions. It also proposes CapF1, combining factuality and visual-information coverage, and reports stronger correlation with human judgments than existing metrics.

### Source excerpt

Evaluating video captioning remains a critical challenge for Visual Large Language Models (VLLMs). Existing metrics primarily rely on matching generated text against ground-truth references. This paradigm suffers from the "one-to-many" nature of video description, where high-quality captions are often penalized for lexical mismatches or valid shifts in visual focus. Furthermore, such assessments are typically one-dimensional, failing to provide a fine-grained analysis of caption quality. To address this, we redefine caption quality via information fidelity: A caption must maximize the coverage...

## Video and image search in Amazon Bedrock Knowledge Base using Marengo 3.0

DevFeed: [Video and image search in Amazon Bedrock Knowledge Base using Marengo 3.0](<https://devfeed.tech/articles/video-and-image-search-in-amazon-bedrock-knowledge-base-using-marengo-3-0-4743.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/machine-learning/video-and-image-search-in-amazon-bedrock-knowledge-base-using-marengo-3-0/>)

Author: Eric Kim

Published: 2026-09-10T21:15:39Z

Content type: tutorial

Language: en

Sources: [Artificial Intelligence](<https://devfeed.tech/sources/artificial-intelligence.md>)

Topics: [AI search](<https://devfeed.tech/topics/ai-search.md>), [Retrieval Augmented Generation (RAG)](<https://devfeed.tech/topics/retrieval-augmented-generation-rag.md>), [Amazon S3](<https://devfeed.tech/topics/amazon-s3.md>), [AWS IAM](<https://devfeed.tech/topics/aws-iam.md>)

Tags: [amazon-bedrock](<https://devfeed.tech/tags/amazon-bedrock.md>), [amazon-bedrock-knowledge-bases](<https://devfeed.tech/tags/amazon-bedrock-knowledge-bases.md>), [announcements](<https://devfeed.tech/tags/announcements.md>), [audio](<https://devfeed.tech/tags/audio.md>), [embedding](<https://devfeed.tech/tags/embedding.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [images](<https://devfeed.tech/tags/images.md>), [intermediate-200](<https://devfeed.tech/tags/intermediate-200.md>), [multimodal](<https://devfeed.tech/tags/multimodal.md>), [rag](<https://devfeed.tech/tags/rag.md>), [s3](<https://devfeed.tech/tags/s3.md>), [search](<https://devfeed.tech/tags/search.md>), [video](<https://devfeed.tech/tags/video.md>)

### AI overview

A walkthrough for building an Amazon Bedrock Knowledge Base with TwelveLabs Marengo Embed 3.0 to perform natural-language semantic search across video, images, and audio.

### Source excerpt

TwelveLabs Marengo Embed 3.0 is now generally available as an embedding model in Amazon Bedrock Knowledge Bases, bringing fully managed natural language search to video, image, and audio content. This walkthrough shows how to build a knowledge base powered by Marengo 3.0 and run semantic queries against your media.

## Skild AI Taps NVIDIA Physical AI to Teach Robots New Tasks From a Single Video

DevFeed: [Skild AI Taps NVIDIA Physical AI to Teach Robots New Tasks From a Single Video](<https://devfeed.tech/articles/skild-ai-taps-nvidia-physical-ai-to-teach-robots-new-tasks-from-a-single-video-6961.md>)

Original publisher: [Read original article](<https://blogs.nvidia.com/blog/skild-ai-s1-physical-ai/>)

Author: Sasa Docca

Published: 2026-09-10T16:30:35Z

Content type: news

Language: en

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

Topics: [foundation-models](<https://devfeed.tech/topics/foundation-models.md>), [Cosmos](<https://devfeed.tech/topics/cosmos.md>), [Simulation and Design](<https://devfeed.tech/topics/simulation-and-design.md>), [synthetic-data](<https://devfeed.tech/topics/synthetic-data.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [cosmos](<https://devfeed.tech/tags/cosmos.md>), [customer-stories](<https://devfeed.tech/tags/customer-stories.md>), [industrial-and-manufacturing](<https://devfeed.tech/tags/industrial-and-manufacturing.md>), [isaac](<https://devfeed.tech/tags/isaac.md>), [model](<https://devfeed.tech/tags/model.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [nvidia-blackwell](<https://devfeed.tech/tags/nvidia-blackwell.md>), [omniverse](<https://devfeed.tech/tags/omniverse.md>), [physical-ai](<https://devfeed.tech/tags/physical-ai.md>), [robotics](<https://devfeed.tech/tags/robotics.md>), [robots](<https://devfeed.tech/tags/robots.md>), [simulation-and-design](<https://devfeed.tech/tags/simulation-and-design.md>), [synthetic-data-generation](<https://devfeed.tech/tags/synthetic-data-generation.md>), [tensorrt](<https://devfeed.tech/tags/tensorrt.md>), [video](<https://devfeed.tech/tags/video.md>)

### AI overview

Skild AI's S1 robot foundation model learns new long-horizon physical tasks from a single video demonstration through in-context learning, without task-specific retraining. The article describes its development on NVIDIA AI infrastructure and use of NVIDIA Isaac Lab and Cosmos technologies.

### Source excerpt

Manufacturing floors, warehouses and production lines rarely stay fixed -- tasks change, layouts shift and new products arrive, and most robots can't keep up without significant reprogramming. Skild AI's new S1 robot foundation model helps address this, designed to learn previously unseen, long-horizon tasks from a single video demonstration. The model, launched last week, uses [...]

## AI, Disruption, and Standards

DevFeed: [AI, Disruption, and Standards](<https://devfeed.tech/articles/ai-disruption-and-standards-40793.md>)

Original publisher: [Read original article](<https://zeldman.com/2026/09/10/ai-disruption-and-standards/>)

Author: L. Jeffrey Zeldman

Published: 2026-09-10T16:12:17Z

Content type: opinion

Language: en

Sources: [Jeffrey Zeldman](<https://devfeed.tech/sources/jeffrey-zeldman.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [ai-governance](<https://devfeed.tech/topics/ai-governance.md>), [web-standards](<https://devfeed.tech/topics/web-standards.md>), [Generative AI](<https://devfeed.tech/topics/generative-ai.md>), [MCP](<https://devfeed.tech/topics/mcp.md>), [a2ui](<https://devfeed.tech/topics/a2ui.md>), [Accessibility](<https://devfeed.tech/topics/accessibility.md>)

Tags: [a2ui](<https://devfeed.tech/tags/a2ui.md>), [accessibility](<https://devfeed.tech/tags/accessibility.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-governance](<https://devfeed.tech/tags/ai-governance.md>), [appearances](<https://devfeed.tech/tags/appearances.md>), [architecture](<https://devfeed.tech/tags/architecture.md>), [best-practices](<https://devfeed.tech/tags/best-practices.md>), [design](<https://devfeed.tech/tags/design.md>), [designers](<https://devfeed.tech/tags/designers.md>), [ethics](<https://devfeed.tech/tags/ethics.md>), [formats](<https://devfeed.tech/tags/formats.md>), [generative-ai](<https://devfeed.tech/tags/generative-ai.md>), [governance](<https://devfeed.tech/tags/governance.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [standards](<https://devfeed.tech/tags/standards.md>), [ux](<https://devfeed.tech/tags/ux.md>), [video](<https://devfeed.tech/tags/video.md>), [web-standards](<https://devfeed.tech/tags/web-standards.md>), [webstandards](<https://devfeed.tech/tags/webstandards.md>)

### AI overview

This article introduces a video panel on AI and standards featuring Jeffrey Zeldman and Patrick Neeman. The discussion connects lessons from the web standards movement to AI interfaces, focusing on fragmented user experiences, accessibility, interoperability, provenance, and the role of open-source and community efforts.

### Source excerpt

Individually, we have very little power, but together we have a great deal of power. In response to a series of Medium articles by Patrick Neeman--like this one that addressed issues of AI governance, fairness, and standardization--publisher Louis Rosenfeld invited Patrick and me to come on his show and talk about AI and standards. A [...] The post AI, Disruption, and Standards appeared first on Jeffrey Zeldman Presents.

## Why the AWS PACE Team Built Its Full-Stack Scaffolding as an Nx Plugin

DevFeed: [Why the AWS PACE Team Built Its Full-Stack Scaffolding as an Nx Plugin](<https://devfeed.tech/articles/why-the-aws-pace-team-built-its-full-stack-scaffolding-as-an-nx-plugin-21437.md>)

Original publisher: [Read original article](<https://nx.dev/blog/nx-plugin-for-aws-devkit>)

Author: Juri Strumpflohner

Published: 2026-09-10T00:00:00Z

Content type: article

Language: en

Sources: [Juri Strumpflohner](<https://devfeed.tech/sources/juri-strumpflohner.md>)

Topics: [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [coding](<https://devfeed.tech/topics/coding.md>), [AI-assisted coding](<https://devfeed.tech/topics/ai-assisted-coding.md>), [Infrastructure as code](<https://devfeed.tech/topics/infrastructure-as-code.md>), [Template](<https://devfeed.tech/topics/template.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [aws](<https://devfeed.tech/tags/aws.md>), [blog](<https://devfeed.tech/tags/blog.md>), [coding](<https://devfeed.tech/tags/coding.md>), [coding-agents](<https://devfeed.tech/tags/coding-agents.md>), [devkit](<https://devfeed.tech/tags/devkit.md>), [generators](<https://devfeed.tech/tags/generators.md>), [infrastructure-as-code](<https://devfeed.tech/tags/infrastructure-as-code.md>), [nx](<https://devfeed.tech/tags/nx.md>), [plugin](<https://devfeed.tech/tags/plugin.md>), [tutorial](<https://devfeed.tech/tags/tutorial.md>), [video](<https://devfeed.tech/tags/video.md>)

### AI overview

The article explains why the AWS PACE team built full-stack scaffolding as an Nx plugin using Nx Devkit generators. It discusses predictable prototyping, generated code ownership, infrastructure and application components, and how coding agents affect plugin development.

### Source excerpt

How the AWS PACE team built the Nx Plugin for AWS on the Nx Devkit, and why coding agents make building your own Nx plugin cheaper than ever.

## NVIDIA Brings Real-Time AI to Broadcast, Sports and Global Streaming at IBC

DevFeed: [NVIDIA Brings Real-Time AI to Broadcast, Sports and Global Streaming at IBC](<https://devfeed.tech/articles/nvidia-brings-real-time-ai-to-broadcast-sports-and-global-streaming-at-ibc-6953.md>)

Original publisher: [Read original article](<https://blogs.nvidia.com/blog/ibc-news-2026/>)

Author: NVIDIA Writers

Published: 2026-09-09T16:00:42Z

Content type: release

Language: en

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

Topics: [AI Development](<https://devfeed.tech/topics/ai-development.md>), [GPU](<https://devfeed.tech/topics/gpu.md>), [SDKs](<https://devfeed.tech/topics/sdks.md>), [Microservice](<https://devfeed.tech/topics/microservice.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [compliance](<https://devfeed.tech/tags/compliance.md>), [events](<https://devfeed.tech/tags/events.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [holoscan-for-media](<https://devfeed.tech/tags/holoscan-for-media.md>), [image-to-video](<https://devfeed.tech/tags/image-to-video.md>), [media](<https://devfeed.tech/tags/media.md>), [media-and-entertainment](<https://devfeed.tech/tags/media-and-entertainment.md>), [microservices](<https://devfeed.tech/tags/microservices.md>), [news](<https://devfeed.tech/tags/news.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [nvidia-nim](<https://devfeed.tech/tags/nvidia-nim.md>), [pro-graphics](<https://devfeed.tech/tags/pro-graphics.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [sdks](<https://devfeed.tech/tags/sdks.md>), [streaming](<https://devfeed.tech/tags/streaming.md>), [synthetic](<https://devfeed.tech/tags/synthetic.md>), [text-to-video](<https://devfeed.tech/tags/text-to-video.md>), [video](<https://devfeed.tech/tags/video.md>)

### AI overview

NVIDIA announced an expansion of NVIDIA AI for Media at IBC 2026, including GPU-accelerated SDKs and NIM microservices for media workflows. The article highlights Synthetic Video Detector integrations for assessing whether video footage may be AI-generated and for compliance review.

### Source excerpt

At the IBC conference, running Sept. 11-14 in Amsterdam, the creative, technology and business communities are coming together to turn ideas into action and discuss innovations across the media and entertainment industries. More than 44,000 attendees from 170+ countries are gathering to explore 1,300+ exhibitions in 14+ halls and outdoor spaces, with over 600 speakers [...]

## Harness rebuilt its Git repository for nonstop AI agent traffic

DevFeed: [Harness rebuilt its Git repository for nonstop AI agent traffic](<https://devfeed.tech/articles/harness-rebuilt-its-git-repository-for-nonstop-ai-agent-traffic-8478.md>)

Original publisher: [Read original article](<https://thenewstack.io/harness-ai-code-review/>)

Author: Frederic Lardinois

Published: 2026-09-09T11:00:00Z

Content type: news

Language: en

Sources: [The New Stack](<https://devfeed.tech/sources/the-new-stack.md>)

Topics: [Code review](<https://devfeed.tech/topics/code-review.md>), [AI-assisted coding](<https://devfeed.tech/topics/ai-assisted-coding.md>), [Pull Request](<https://devfeed.tech/topics/pull-request.md>), [GitHub Copilot](<https://devfeed.tech/topics/github-copilot.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [code](<https://devfeed.tech/tags/code.md>), [developer-tools](<https://devfeed.tech/tags/developer-tools.md>), [devops](<https://devfeed.tech/tags/devops.md>), [git](<https://devfeed.tech/tags/git.md>), [github-copilot](<https://devfeed.tech/tags/github-copilot.md>), [podcast](<https://devfeed.tech/tags/podcast.md>), [pull-request](<https://devfeed.tech/tags/pull-request.md>), [review](<https://devfeed.tech/tags/review.md>), [video](<https://devfeed.tech/tags/video.md>)

### AI overview

Harness discusses rebuilding its Git repository and launching AI Code Review to address the review bottleneck created by increased pull-request volume from coding agents.

### Source excerpt

As one of Harness's field CTOs, Martin Reynolds spends much of his time asking engineering leaders one question with no The post Harness rebuilt its Git repository for nonstop AI agent traffic appeared first on The New Stack.

## FREE-WILi 2 portable hacking multitool features two RP2350 MCUs, ESP32-C5, ICE40 FPGA, and Raspberry Pi CM0

DevFeed: [FREE-WILi 2 portable hacking multitool features two RP2350 MCUs, ESP32-C5, ICE40 FPGA, and Raspberry Pi CM0](<https://devfeed.tech/articles/free-wili-2-portable-hacking-multitool-features-two-rp2350-mcus-esp32-c5-ice40-fpga-and-raspberry-pi-cm0-14036.md>)

Original publisher: [Read original article](<https://www.cnx-software.com/2026/09/09/free-wili-2-portable-hacking-multitool-features-two-rp2350-mcus-esp32-c5-ice40-fpga-and-raspberry-pi-cm0/>)

Author: Debashis Das

Published: 2026-09-09T00:00:02Z

Content type: news

Language: en

Sources: [CNX Software - Embedded Systems News](<https://devfeed.tech/sources/cnx-software-embedded-systems-news.md>)

Topics: [Embedded Systems](<https://devfeed.tech/topics/embedded-systems.md>), [Raspberry Pi](<https://devfeed.tech/topics/raspberry-pi.md>), [ESP32-C5](<https://devfeed.tech/topics/esp32-c5.md>), [Hardware](<https://devfeed.tech/topics/hardware.md>), [Hacking](<https://devfeed.tech/topics/hacking.md>), [Linux](<https://devfeed.tech/topics/linux.md>)

Tags: [802-15-4](<https://devfeed.tech/tags/802-15-4.md>), [ble](<https://devfeed.tech/tags/ble.md>), [bluetooth](<https://devfeed.tech/tags/bluetooth.md>), [broadcom-bcmxxxx](<https://devfeed.tech/tags/broadcom-bcmxxxx.md>), [c-c-plus-plus](<https://devfeed.tech/tags/c-c-plus-plus.md>), [can](<https://devfeed.tech/tags/can.md>), [electronics](<https://devfeed.tech/tags/electronics.md>), [embedded](<https://devfeed.tech/tags/embedded.md>), [esp32](<https://devfeed.tech/tags/esp32.md>), [esp32-c5](<https://devfeed.tech/tags/esp32-c5.md>), [espressif](<https://devfeed.tech/tags/espressif.md>), [fpga](<https://devfeed.tech/tags/fpga.md>), [hack](<https://devfeed.tech/tags/hack.md>), [hacking](<https://devfeed.tech/tags/hacking.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [lattice](<https://devfeed.tech/tags/lattice.md>), [linux](<https://devfeed.tech/tags/linux.md>), [lora](<https://devfeed.tech/tags/lora.md>), [meshtastic](<https://devfeed.tech/tags/meshtastic.md>), [nfc](<https://devfeed.tech/tags/nfc.md>), [open-hardware](<https://devfeed.tech/tags/open-hardware.md>), [python](<https://devfeed.tech/tags/python.md>), [raspberry-pi](<https://devfeed.tech/tags/raspberry-pi.md>), [raspberry-pi-rp2350](<https://devfeed.tech/tags/raspberry-pi-rp2350.md>), [rfid](<https://devfeed.tech/tags/rfid.md>), [rust](<https://devfeed.tech/tags/rust.md>), [security](<https://devfeed.tech/tags/security.md>), [som](<https://devfeed.tech/tags/som.md>), [stm32](<https://devfeed.tech/tags/stm32.md>), [stmicro-stm32](<https://devfeed.tech/tags/stmicro-stm32.md>), [texas-instruments-simplelink](<https://devfeed.tech/tags/texas-instruments-simplelink.md>), [thread](<https://devfeed.tech/tags/thread.md>), [tools](<https://devfeed.tech/tags/tools.md>), [video](<https://devfeed.tech/tags/video.md>), [wi-fi](<https://devfeed.tech/tags/wi-fi.md>), [wifi-6](<https://devfeed.tech/tags/wifi-6.md>), [wireless](<https://devfeed.tech/tags/wireless.md>), [zigbee](<https://devfeed.tech/tags/zigbee.md>)

### AI overview

The FREE-WILi 2 Founder Edition is an open-hardware, portable multitool for hardware hackers, pentesters, and embedded-system developers. It combines two Raspberry Pi RP2350 MCUs, an ESP32-C5, a Lattice ICE40UP5K FPGA, and a Raspberry Pi CM0 capable of running a full Linux OS, along with touchscreen controls, expansion headers, and multiple wireless interfaces.

### Source excerpt

The FREE-WILi 2 (Founder Edition) is an open-hardware, portable hacking multitool and lab designed for hardware hackers, pentesters, and embedded system developers. Designed as an "open electronics multitool," it combines a range of chips and modules into a handheld device, including two Raspberry Pi RP2350 MCUs, an ESP32-C5 for wireless connectivity, a Lattice ICE40UP5K FPGA, and a Raspberry Pi CM0 for running a full Linux OS. The device also features a 3.5-inch capacitive touchscreen, a 14-button physical interface, and modular "Orca" headers for hardware expansion. Its wireless features include 2.4/5GHz Wi-Fi, Bluetooth, LoRa, sub-GHz RF, NFC, 125kHz RFID, and IR. These features make it very suitable for wireless testing, embedded hardware debugging, real-time control, electronics development, and retro gaming, with support for Adafruit Fruit Jam, PICO-8, and Doom. FREE-WILi 2 specifications: Compute Main MCUs - 2x Raspberry Pi RP2350B (One for main controls, one dedicated to display) SoM - Raspberry [...] The post FREE-WILi 2 portable hacking multitool features two RP2350 MCUs, ESP32-C5, ICE40 FPGA, and Raspberry Pi CM0 appeared first on CNX Software - Embedded Systems News.

## Fovii Showcases Immersive Videos And Their Creators On Apple Vision Pro

DevFeed: [Fovii Showcases Immersive Videos And Their Creators On Apple Vision Pro](<https://devfeed.tech/articles/fovii-showcases-immersive-videos-and-their-creators-on-apple-vision-pro-17274.md>)

Original publisher: [Read original article](<https://www.uploadvr.com/fovii-showcases-immersive-videos-and-their-creators-on-apple-vision-pro/>)

Author: Laura Mingail

Published: 2026-09-08T14:00:00Z

Content type: article

Language: en

Sources: [UploadVR](<https://devfeed.tech/sources/uploadvr.md>)

Topics: [App](<https://devfeed.tech/topics/app.md>), [Streaming](<https://devfeed.tech/topics/streaming.md>), [ui](<https://devfeed.tech/topics/ui.md>)

Tags: [apple](<https://devfeed.tech/tags/apple.md>), [business](<https://devfeed.tech/tags/business.md>), [creators](<https://devfeed.tech/tags/creators.md>), [immersive-video](<https://devfeed.tech/tags/immersive-video.md>), [launch](<https://devfeed.tech/tags/launch.md>), [subscriptions](<https://devfeed.tech/tags/subscriptions.md>), [ui](<https://devfeed.tech/tags/ui.md>), [video](<https://devfeed.tech/tags/video.md>), [video-streaming](<https://devfeed.tech/tags/video-streaming.md>), [vision](<https://devfeed.tech/tags/vision.md>)

### AI overview

The Fovii app is available on Apple Vision Pro as a platform for on-demand and live-streamed 180-degree immersive videos. It also highlights the creators, studios, and production work behind each project, with additional materials such as behind-the-scenes videos and spatial photos. The app is free to download, with monthly and annual subscriptions, individual rentals, and a limited launch selection.

### Source excerpt

The Fovii app on Apple Vision Pro offers a new platform to experience 180-degree immersive videos and discover the creators behind them.

## Python Timer Functions

DevFeed: [Python Timer Functions](<https://devfeed.tech/articles/python-timer-functions-4369.md>)

Original publisher: [Read original article](<https://realpython.com/courses/python-timer-functions/>)

Author: Real Python

Published: 2026-09-08T14:00:00Z

Content type: tutorial

Language: en

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

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

Tags: [benchmarking](<https://devfeed.tech/tags/benchmarking.md>), [python](<https://devfeed.tech/tags/python.md>), [tutorial](<https://devfeed.tech/tags/tutorial.md>), [video](<https://devfeed.tech/tags/video.md>)

### AI overview

This video course teaches how to measure Python code execution time with the time module. It builds a reusable Timer class, extends it for multiple timers, converts it into a data class, and uses it as a context manager.

### Source excerpt

Learn how to time your Python code with the time module, then build a reusable Timer class that works as a context manager.

## Building an Infinite Liquid Glass Grid with Three.js, WebGPU, and TSL

DevFeed: [Building an Infinite Liquid Glass Grid with Three.js, WebGPU, and TSL](<https://devfeed.tech/articles/building-an-infinite-liquid-glass-grid-with-three-js-webgpu-and-tsl-4345.md>)

Original publisher: [Read original article](<https://tympanus.net/codrops/2026/09/08/building-an-infinite-liquid-glass-grid-with-three-js-webgpu-and-tsl/>)

Author: Filip Kantedal

Published: 2026-09-08T13:09:48Z

Content type: tutorial

Language: en

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

Topics: [webgpu](<https://devfeed.tech/topics/webgpu.md>), [Three.js custom shaders](<https://devfeed.tech/topics/three-js-custom-shaders.md>), [refraction shader](<https://devfeed.tech/topics/refraction-shader.md>), [signed distance functions](<https://devfeed.tech/topics/signed-distance-functions.md>)

Tags: [3d-web-experiences](<https://devfeed.tech/tags/3d-web-experiences.md>), [chromatic-dispersion](<https://devfeed.tech/tags/chromatic-dispersion.md>), [creative-coding](<https://devfeed.tech/tags/creative-coding.md>), [custom-shaders](<https://devfeed.tech/tags/custom-shaders.md>), [glass](<https://devfeed.tech/tags/glass.md>), [glass-shader](<https://devfeed.tech/tags/glass-shader.md>), [glassmorphism](<https://devfeed.tech/tags/glassmorphism.md>), [gpu-rendering](<https://devfeed.tech/tags/gpu-rendering.md>), [infinite](<https://devfeed.tech/tags/infinite.md>), [infinite-carousel](<https://devfeed.tech/tags/infinite-carousel.md>), [infinite-grid](<https://devfeed.tech/tags/infinite-grid.md>), [interactive-3d](<https://devfeed.tech/tags/interactive-3d.md>), [liquid-glass](<https://devfeed.tech/tags/liquid-glass.md>), [next-js](<https://devfeed.tech/tags/next-js.md>), [r3f](<https://devfeed.tech/tags/r3f.md>), [react-three-fiber](<https://devfeed.tech/tags/react-three-fiber.md>), [refraction-shader](<https://devfeed.tech/tags/refraction-shader.md>), [sdf](<https://devfeed.tech/tags/sdf.md>), [shader-effects](<https://devfeed.tech/tags/shader-effects.md>), [signed-distance-functions](<https://devfeed.tech/tags/signed-distance-functions.md>), [three-js](<https://devfeed.tech/tags/three-js.md>), [three-js-shading-language](<https://devfeed.tech/tags/three-js-shading-language.md>), [three-js-webgpu](<https://devfeed.tech/tags/three-js-webgpu.md>), [tsl](<https://devfeed.tech/tags/tsl.md>), [tsl-shaders](<https://devfeed.tech/tags/tsl-shaders.md>), [tutorials](<https://devfeed.tech/tags/tutorials.md>), [video](<https://devfeed.tech/tags/video.md>), [webgl](<https://devfeed.tech/tags/webgl.md>), [webgpu](<https://devfeed.tech/tags/webgpu.md>), [webgpu-shaders](<https://devfeed.tech/tags/webgpu-shaders.md>)

### AI overview

A tutorial on building an infinite liquid-glass grid in the browser with Three.js, WebGPU, TSL, custom shaders, and video textures.

### Source excerpt

An exploration of infinite grids, liquid glass, and video refraction using Three.js, WebGPU, TSL, and custom shaders.

## Worth Reading: An Interactive Introduction to the STP

DevFeed: [Worth Reading: An Interactive Introduction to the STP](<https://devfeed.tech/articles/worth-reading-an-interactive-introduction-to-the-stp-11439.md>)

Original publisher: [Read original article](<https://blog.ipspace.net/2026/09/worth-reading-interactive-stp-intro/>)

Published: 2026-09-08T05:55:00Z

Content type: opinion

Language: en

Sources: [ipSpace.net blog](<https://devfeed.tech/sources/ipspace-net-blog.md>)

Topics: [Protocol (disambiguation)](<https://devfeed.tech/topics/protocol.md>), [WebAssembly](<https://devfeed.tech/topics/web-assembly.md>)

Tags: [video](<https://devfeed.tech/tags/video.md>), [webassembly](<https://devfeed.tech/tags/webassembly.md>), [worth-reading](<https://devfeed.tech/tags/worth-reading.md>)

### AI overview

An enthusiastic recommendation for Vincent Bernat's interactive introduction to the spanning tree protocol, which begins with an STP implementation in WebAssembly and is also available as a video.

### Source excerpt

I can't even start imagining how much time Vincent Bernat spent creating his interactive introduction to the spanning tree protocol (starting with STP implemented in WebAssembly); the results are simply phenomenal (there's also a video version for people who forgot how to read). I don't think we'll ever need another STP intro after this one ;)

[Next page](<https://devfeed.tech/tags/video.md?cursor=WyIyMDI2LTA5LTA4VDA1OjU1OjAwKzAwOjAwIiwgImJkYTU5MzBmLTVjZDQtNGY0ZC04NDJmLTQzZWFiYzdhMGMwNCJd>)