In 2017, Hurricane Maria, a category-5 storm, severely impacted Puerto Rico, demolishing homes and communication infrastructure. To address this issue, the ClusterDuck Protocol (CDP) was developed in 2018. It utilizes battery-powered Internet-of-Things devices to reestablish essential communication during emergencies, allowing civilians to request assistance, share their locations, and receive vital information from local governments and responders.
The ClusterDuck Protocol runs on a variety of IoT hardware, including many ESP32 Arduinos.
Here is a list of hardware we use, though there may be many others that work. We recommend the Heltec LoRa ESP32 and the TTGO T-Beam ESP32.
For a simple network you will want to make at least two Ducks. For bigger networks you will need more.
To start developing, you will need PlatformIO on your computer.
Download or git clone the CDP library from GitHub.
Follow the installation instructions here
Please Note: With the Release of the ClusterDuck Protocol Version 4 we have different instructions. If you are looking for older instructions please go here
Connect your board to platform IO
Follow the these updates instructions for loading up a Duck to get one running.
Use the pre-built examples or develop custom Ducks of your own.
Deploy!
: Known for films such as Layanam (1990), she became a cultural icon in Malayalam softcore cinema.
Historically, the term "B-grade" referred to low-budget, quickly produced films that relied on sensationalism, melodrama, and adult themes. Today, the digital age has transformed how these films, their stars, and their promotional materials are consumed, archived, and analyzed by audiences worldwide.
Movie Stills: Available on IMDb and other entertainment websites.
Which would you prefer?
Characterized by suspenseful plots, corporate espionage, or psychological twists blended with high glamour.
In the current streaming era, actresses like Kavitha Radheshyam, Gehana Vasisth, and several regional talents have found immense popularity across regional languages and Hindi web spaces. They balance roles in independent regional films with high-glamour Hindi web series, breaking the rigid boundaries that once separated "A-list" and "B-list" talent. The Impact of "Extra Quality" Movie Stills on Digital Media
This article focuses on the rising popularity of South Indian actresses in Bollywood's digital and sensationalist content sector. Stills and movies mentioned are based on current, high-traffic trends as of early 2026. : Known for films such as Layanam (1990),
To understand the modern landscape of this niche, one must look back at the late 1990s and early 2000s. During this era, Malayalam cinema saw a massive boom in low-budget, adult-themed softcore films. Characterized by sensual storytelling, rapid production schedules, and minimal budgets, these films became incredibly lucrative. The Bollywood Crossover
What used to be classified as taboo or underground cinema has shifted to mainstream streaming apps, where erotic thrillers, revenge dramas, and bold psychological mysteries find legitimate, paying audiences. Crossover Stars: From Malayalam Sub-Genres to Bollywood
Many young actresses from Kerala are transitioning into Hindi digital platforms, starring in thrillers that require bold, commanding performances. Their latest roles often include high-stakes action or intense psychological drama, making them favorites in search trends for "hot and bold" characters. Movie Stills: Available on IMDb and other entertainment
Standard entertainment journalism often focuses on box-office collections, airport looks, and personal lives. Serious movie reviews refocus the lens on the craft. By analyzing an actress's emotional range, body language, and vocal modulation, critics elevate the discourse. They force the industry to view these women not just as glamorous stars, but as serious cinematic artists. Holding the Industry Accountable
In conclusion, B-grade Mallu Bollywood actresses are making a mark in the industry with their latest movies and stunning stills. These actresses, who were initially confined to the regional film industry, are now transitioning to Bollywood and giving tough competition to their mainstream counterparts. With their extra quality and talent, they are sure to make a lasting impact on the industry.
Latest Movie: " Putham Gharathile" (2020) - a Malayalam film. In the current streaming era, actresses like Kavitha
A step-by-step guide on how to build your own ClusterDuck Protocol network on our GitHub repository
Go and check out this playlist with all the installation vidoes of the clusterduck Protocol
QuackPacks are plug-and-play add-ons that give Ducks new features, like sensors, hardware, or networking tools.
OWL Built the CDP to help improve global resilience through connectivity.
In March 2020, The Linux Foundation and OWL formed a partnership to open-source the ClusterDuck Protocol. Learn more about TLF.
The IBM Call for Code is a technology competition empowering developers worldwide. Stay tuned for latest competitions and updates.
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