User Ideas / Prospects
Dear All Engineers,
I’m excited to share an important milestone from our journey at Yojnakar Innovation’s project – EngineersHeaven.org, an online community built to promote engineering and make it a social norm.
We’ve just successfully completed our first YouTube video series:
"Mechanical Engineering Job Market Trends of 2025 for Career Advancements"
1. Introduction
https://www.engineersheaven.org/video/view/30
2. Challenges and Opportunity Part 1
https://www.engineersheaven.org/video/view/31
3. Challenges and Opportunity Part 2
https://www.engineersheaven.org/video/view/32
4. Must Have Skills for Mechanical Engineers Part 1
https://www.engineersheaven.org/video/view/33
5. Must Have Skills for Mechanical Engineers Part 2
https://www.engineersheaven.org/video/view/39
6. Self Employment Opportunities in Field Of Mechanical Engineering In India.
https://www.engineersheaven.org/video/view/34
7. Ways of Corruptions Needs to Stop Indian Mechanical Engineering.
https://www.engineersheaven.org/video/view/35
8. Engineering Ethics that must needs to Maintain by Engineers Regardless Branch or Faculty.
https://www.engineersheaven.org/video/view/31
9. Real Life Heroes / Role Model Mechanical Engineers Of India.
https://www.engineersheaven.org/video/view/38
Why This Series Matters?
Mechanical Engineering is a vast, evolving, and dynamic field.
To thrive, engineers must continuously:
Adapt to new technologies
Upgrade their skills
Tackle new industry challenges
This video series is designed to help mechanical engineers across India stay aligned with job market trends for career growth and future opportunities.
Our Contribution to Engineering
This is a humble effort by me and my team to support engineers and contribute meaningfully to our profession.
Since this is our first series, your feedback, encouragement, and support will inspire us to keep creating valuable content for the engineering community.
Thank you in advance!
Looking forward to connecting and building this movement together.
Dear Fellow Engineers,
We didn’t become engineers to dehumanize, degrade, or destroy.
But right now, we’re at a turning point. Technologies that were once created in the spirit of innovation and imagination are being twisted into tools of violation, exploitation, and abuse.
From DeepFaceLab to StyleGAN, from LoRA fine-tuned on stolen imagery to Stable Diffusion pipelines trained to strip people’s dignity—these tools are being weaponized for one of the darkest sides of the internet: the non-consensual generation of pornographic images and videos.
We Are the Builders. But What Are We Building?
As engineers, we know the power of what we create. Yet some of the most advanced generative tools of our time are being trained and shared publicly with zero accountability, sometimes even encouraged by developer communities in the name of “freedom” and “open-source ethics.”
Let’s be clear:
There is nothing ethical about releasing a nudification model trained on stolen images.
There is no freedom in enabling the violation of someone’s bodily autonomy through AI.
Disturbing Incidents That Demand Action
- In 2023, a viral case from South Korea revealed that high school students had used AI apps to generate nude images of classmates, causing national outrage and leading to emergency legislative reviews.
- In India, a 2024 incident involved AI-generated pornographic content falsely linked to a prominent woman journalist. Despite her public denial, the damage to her reputation was irreversible and the videos are still circulating.
- A 2022 report from The Washington Post detailed how GitHub repositories were hosting step-by-step guides and pre-trained models to create deepfake pornography, openly accessible for months before takedown.
- YouTube and Telegram have been complicit too: multiple channels and groups are actively promoting NSFW AI-generated content, some under the guise of “art” or “AI experiments.” Many remain online despite repeated reports.
In 2023, a viral case involved AI-generated nude images of Indian schoolgirls circulated on messaging apps. Despite outrage, police action was limited and delayed.
Bollywood actresses and news anchors have had their faces superimposed on explicit videos using open-source AI tools. These videos resurface across adult sites and are difficult to remove.
A YouTube channel with hundreds of thousands of views was recently discovered publishing AI-generated pornographic avatars, many resembling real women without consent.
Multiple GitHub repositories continue to host nudification models with pre-trained weights under misleading names, escaping moderation.
We Must Act—Not Later, But Now
Here's What You Can Do:Report:
If you come across GitHub repos, Hugging Face models, Civitai LoRAs, or other public datasets/tools created with the intent of nudification, deepfake porn, or targeting individuals, report them immediately to platform moderators.
Refuse to Contribute:
Do not support, fork, or star repositories that even subtly hint at NSFW exploitation. Your one star validates misuse.
Call Out:
Challenge colleagues or friends who engage in or support the development of such tools. Stay respectful, but firm. Your silence is permission.
Appeal to Hosting Platforms:
Email, tag, or write to GitHub, Hugging Face, and other hosts. Ask them to ban or restrict AI models trained for NSFW or exploitative purposes, unless under strict license and regulation.
We appeal to you—NVIDIA, Stability AI, Meta, OpenAI, and others:
You are shaping the future. Will it be humane, or horrific?
Do not release foundation models without safeguards.
Do not allow NSFW or "uncensored" forks without hard boundaries.
Do not sit silent while your tech enables harassment, revenge porn, or worse.
You owe more than disclaimers. You owe the world accountability.
Engineering Was Never Meant to Be NeutralBeing an engineer doesn't mean you "just build the thing."
It means you understand the impact of what you build—and you choose humanity first.
Let’s build with conscience. Let’s build with care.
Let’s draw the line now, not when it’s too late.
If you’re an engineer who believes in ethics, decency, and dignity—speak up.
Share this. Post your own version. Report unethical code. Educate others.
And help make engineering a force for humanity—not harm.
Because if we don’t act, who will?
Visit engineersheaven.org to join a growing community of engineers working for social good.
Share this article on social media using #EngineeringForHumanity #EthicalAI #StopDeepFake
From smart homes and cashless cafes to AI tutors for the rich — engineering is thriving. Yet, thousands of government schools still don’t have basic science labs. Rural hospitals run without refrigeration while startups build robots to fold laundry.
Something’s off.
2. The Problem: Convenience Over NecessityEngineering talent is being directed toward solving premium problems:
Drone delivery for groceries, but no last-mile cold chains for vaccines.
Data centers for digital ads, but no solar grids for tribal schools.
Algorithms for luxury shopping, but no systems for farmer market pricing transparency.
It’s not that these innovations are bad — they’re just disproportionately prioritized.
3. The Consequence: Innovation Gaps That Widen InequalityWe are witnessing a split:
Urban elites get AI-generated legal assistance. Villagers still wait for a basic court date.
Smart irrigation for export farms. Manual water carry for subsistence farmers.
EdTech for private coaching. Chalkboards for public education.
This isn’t innovation for humanity. It’s innovation for profitability.
4. A New Vision: Equitable EngineeringWe don’t reject advancement. We demand balance.
Imagine:
Engineers focusing on public sanitation sensors, not just smart kitchen gadgets.
College incubators supporting rural transport solutions, not just crypto wallets.
National hackathons targeting public health tools, not dating apps.
That’s the shift — from indulgence to inclusion.
5. The Call to ActionEngineers must:
Redefine success as impact for many, not luxury for a few.
Choose career paths that address societal needs, not just salaries.
Build with empathy, test with diversity, deploy with equity.
Let us remember: the best engineering is not what dazzles — it’s what dignifies.
