RobotGIFs.com

RobotGIFs turns real robotics progress into shareable visual news, helping the public and industry track the road to mass adoption.

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Inspiration

Robotics is advancing quickly, but much of the most interesting progress is scattered across company posts, short videos, and niche communities. I wanted to create a fun, casual, and visual way to follow real modern day robots as they move toward everyday adoption. I succeeded!

A few years ago, I ran a WordPress blog about XR that also featured GIFs, but it took a lot of work to maintain everyday. That led to me eventually having to abandon the project. This XPRIZE idea was my chance to use my vibe coding skills to create a similar idea that ran itself.

What it does

RobotGIFs.com is an AI-assisted robotics media platform. It turns newsworthy robotics footage into short, shareable GIFs with editorial context, source attribution, and links back to the original social media posts.

The project includes a "Daily Drop" publishing pipeline, a robotics job board, Boston-focused directory, newsletter, and SEO-ready pages so that it starts ranking for robotics searches. The cool part is that the tweets and post to LinkedIn with built in tags of the people involved int he project which will help grow its viewership over time.

How we built it

I built RobotGIFs as a Vite-based static website with reusable templates and Netlify deployment. Its publishing pipeline uses GitHub Actions, Node.js scripts, structured candidate records, and automated tests. The project started out as a Antigravity 2.0 and Google Stich project, but then I migrated it to Codex to take advantage of 5.6 Sol to fix my delicate pipeline and debugging.

Note: I also used hyperagent.com via Fable 5 to research topics and sometimes to debug or critique code.

The system researches potential videos, checks for duplicates and safety issues, creates and edits together a GIF highlight of the action, drafts copy, and sends a human approval email daily. Nothing publishes automatically without a human reviewer explicitly approving it.

Challenges we ran into

The difficult part was building a trustworthy operating system around the media rather than simply generating GIFs. Video sources can fail unpredictably, duplicate footage is common, and realistic robot videos need careful authenticity review.

I also encountered partial workflow failures, where a valid candidate could be processed but not reach the approval step. I addressed this with stronger delivery checks, explicit candidate state, signed approval links, and a narrowly scoped recovery workflow that cannot publish content on its own. However, every day that I review its candidates, I learn something new and chat with my vibe coding harness to improve it.

Accomplishments that we're proud of

RobotGIFs has now completed the full production loop: candidate research, editorial review, approval email, explicit human approval, and successful publication to the website, X, and LinkedIn.

The project demonstrates a practical human-in-the-loop AI workflow: automation does repetitive operational work, while a person remains accountable for editorial judgment and publishing.

I really believe that this site could become really popular with roboticists, robotics industry professionals, futurists, and robotics fans.

However, what I am most proud of is that I can now run this business from one email a day on autopilot. As someone who needs to work full time, this means that for once in my life I can actually be an entrepreneur without ruining my work/life balance. It's an amazing feeling!

What we learned

We learned that AI content automation is not a “set it and forget it” problem. Reliability, attribution, authenticity, deduplication, and clear recovery procedures matter as much as generation.

The most useful role for AI here is not replacing me as the editor, it's helping my small media project consistently discover, prepare, and organize material for fast human review. Admittedly, I am shocked that this project works, and it has expanded my view of what's possible with loops, vibe coding, and AI. I am highly encouraged to make many more projects like this.

What's next for RobotGIFs.com

Next, I plan to improve candidate discovery for slow news days, grow the job board and directory (automate the sales process for selling job posting slots and sponsor slots), and develop sustainable revenue through sponsorships, job listings, ads, and affiliate programs.

The larger goal is to make RobotGIFs a durable visual record of robotics progress and a repeatable model for AI-assisted niche media.

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