125 Ideas That Will Shape the Future
125 Ideas That Shape the Future: Technology Spolight Series
As Carnegie Mellon University celebrates its 125th anniversary—and with the university having reached its 125th invention disclosure of the calendar year, a milestone that reflects the creativity and continuous innovation across CMU’s research community—we have launched the 125 Ideas That Shape the Future: Technology Spotlight Series.
This series highlights a curated selection of CMU technologies spanning robotics, AI, life sciences, energy, and beyond—showcasing research-driven ideas with the potential to shape industries, address real-world challenges, and create meaningful societal impact. Each spotlight celebrates the inventors behind these innovations and the translational pathways that move ideas from the lab toward real-world application.
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Traffic Jam: Technology with Purpose
The current featured technology in this series is Traffic Jam, a platform developed at the Carnegie Mellon University Robotics Institute and commercialized by Marinus Analytics.
From Graduate Research to Global Impact
What began as a graduate research project at CMU’s Robotics Institute has grown into a critical public-safety technology used by law-enforcement agencies and nonprofit organizations across North America, South America, and Europe.
Early support from the National Science Foundation helped advance the research, demonstrating how federally funded university work can translate into scalable tools that protect vulnerable populations.
Built for Real-World Investigations
Traffic Jam is designed to support victim-centered, trauma-informed investigations—helping professionals focus time and resources where they matter most.
Today, the platform enables users to:
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Identify indicators of human trafficking
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Detect and disrupt organized criminal networks
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Locate missing persons
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Analyze and map trafficking activity to inform resource deployment
The impact is measurable:
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More than 5,000 law-enforcement and nonprofit users served
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Over one billion online records analyzed
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Investigative timelines reduced from years to months
Why This Technology Matters
Human trafficking generates an estimated $99 billion annually in illegal profits worldwide, with traffickers increasingly exploiting digital platforms to evade detection. Traffic Jam directly addresses this challenge by transforming vast volumes of online data into actionable intelligence—bringing advanced computing, ethical AI, and public-interest design to the front lines of public safety.
Traffic Jam exemplifies the mission of the 125 Ideas That Shape the Future series: research that begins on campus, advances through interdisciplinary collaboration and federal support, and ultimately delivers meaningful real-world impact.
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Throughout CMU’s 125th year, the series will continue to spotlight technologies that demonstrate how research, entrepreneurship, and social impact come together to shape the future.
To submit your amazing work, please access the CMU Inventor Portal by clicking the link below.
If you need assistance or have questions about the invention disclosure process, please contact CTTEC at innovation@cmu.edu.
FAQs & tips for using the CTTEC Intellectual Property Disclosure (IPD) Online Form
What are the advantages of using the online form?
- We have streamlined the four existing versions of the IP Disclosure form into one for a more improved user experience and secure submission of confidential information.
- The online form is built with logic that will only ask for information that is needed to provide, based on the type of technology being disclosed and whether you answer yes or no as you proceed through the form.
- Creators are able to transmit the form with attachments to another person for review or edits prior to submitting. For example, you can leverage your department business manager for funding information or send it to your advisor for a final review.
- The online form reduces the likelihood of file corruption (common with many pdf submissions).
Do I need to log in with an Andrew ID to complete the form?
CMU users are able to sign into the system via SSO using their Andrew ID, provided they are on campus or logged into the campus VPN. When logged in, each section (page) is saved when you click the "Save as Draft" button on the left side of the page. You can log out and return to finish at a later time. You must, however, complete each section within 30 minutes or your work in that section will be lost.
Can I submit a form on behalf of the Creator(s)?
Yes. A person who is not a Creator of the IP to be disclosed may prepare and submit a form on behalf of the Creators.
Does the form save my work?
If you are logged in through SSO, you have 30 minutes to complete each section
Users who are logged into the system may save an in-progress form to finish later; however, any draft form that is not submitted within 90 days will be purged.
If you are NOT logged in, you must complete each page within 30 minutes and the whole form in one session. If you allow a page to time out or leave the form without submitting it, all of your entries will be lost.
Can I see the questions before I begin?
What is the minimum information needed to make a submission?
The required fields are:
- TITLE
- LEAD CREATOR
- Is the creator currently a student, faculty, or staff member of CMU?
- If Yes you will need to enter the Creator’s Andrew ID.
- If No, you will need to provide their Legal Name and Preferred Email Address
- Nature of Technology Being Disclosed [you must check options from a provided list]
- Short Technology Description
While this is the bare minimum needed to submit a form, please note that CTTEC will need to follow up with you to obtain additional information to evaluate your disclosure or to comply with federal reporting requirements. Funding information is also incredibly important!
What if I need help filling out the form?
If you would like assistance prior to submitting a disclosure form, reach out to the Business Development and Licensing Manager assigned to your department–they are here to help you!
Who should be listed as the Lead Creator?
The Lead Creator must be or have been affiliated with CMU at the time they contributed to the development of the technology being disclosed. The Lead Creator should be the CMU Creator who made the most significant contribution to the technology and/or the CMU Creator who will serve as the primary point of contact for CTTEC regarding the disclosed technology.
How do I add Creator information?
If a Creator has a current Andrew UserID, the system will pull information from the CMU Directory and add it to the form. (There is a link to the CMU Directory within the form if you need to look up a Creator’s Andrew ID.) You may then provide additional information, such as their preferred name, pronouns, and preferred contact information.
If a Creator doesn’t have a current Andrew ID, the preparer will have to provide their legal name and email address.
Does the Lead Creator need to complete or submit the form?
No. Anyone can complete the form. All of the listed Creators will receive a copy of the initial submission to CTTEC. CTTEC will follow up with all CMU Creators and send a copy of the disclosure through DocuSign for their signature.
Creators’ percent contributions
Please make sure that the Creators’ percent contributions equal exactly 100%. Contributions can be entered up to two decimal places, eg. 33.33, 33.33, and 33.34. Before submitting, you may check your entries on the review page.
While this information is not required prior to submission, CTTEC must have this information before the technology can be licensed. It is never required if you are providing your code under a permissive open source license.
Can I invite someone else to review or edit my form?
Yes! While a disclosure is in draft, all Creators can edit the form - though be sure to coordinate with your collaborators so only one person is making changes at a time! If more than one user is editing the form, whomever saves their work first will overwrite any other user’s changes in progress.
Additionally, you may add people who are not Creators as Subscribers to the IP Disclosure. Subscribers can’t edit the form, but are able to comment on the disclosure by adding remarks; and they are also able to upload documents. For example, you may wish to include a Research Administrator, Lab Manager, or Department Business Manager to review your form, provide funding information, or upload a paper.
Creators and Subscribers receive email notifications when a new remark has been added or when the disclosure has been submitted or acted upon by the CTTEC team.
The person I asked to review or edit my form has not taken any action – what do I do?
Please ensure the correct email is used and follow up with them. If they haven’t received the email with the link to review the form, please send a request to CTTEC team innovation@cmu.edu or resubmit the form.
Can I work on two forms at the same time?
Yes; however, you will need to use two different browsers or open an incognito tab.
Can I submit attachments with the form?
Yes, Attachments can be utilized if needed, but are not required. Upload supporting documents in the Documents section of the Disclosure. The max file size allowed is 2GB.
Additionally, website links (URLs) can be entered into the“Short Description” text box in the Technology Description section.
What is the Conception Date?
The Conception Date should be the earliest date listed in the IP Development section.
Conception is the formation in the mind of the inventor of a definite and permanent idea of the complete and operative invention - all that remains to be accomplished is to reduce the invention to practice, (i.e., to make the invention) without extensive additional research or experimentation.
Because conception is a mental act, it is necessary to provide corroborating evidence from the same time period that would enable one skilled in the art to make the invention. Such corroborating evidence can include a sketch or a drawing, an enabling written description, and/or the completion of a working model or prototype.
Please add at least one date in one of these fields in the IP Development section as appropriate (you can add more than one date if known).

Does the form need to be signed before it is submitted to CTTEC?
No. The system will send the unsigned form to CTTEC. Intake team will process the submission, assign a CMU Reference Number and a Business Development and Licensing Manager, and send the form to the CMU Creators through DocuSign for signature.
What happens after the online form is submitted?
After you submit a disclosure, the Creators will receive a confirmation email from innovation@cmu.edu with the online submission form reference number (e.g., INV_2026-0001), the submitted copy of the form, and any attachments.
Within three business days, you should receive an email from CTTEC (innovation@cmu.edu) with the CMU reference number (e.g. 2025-543) assigned to your disclosure and the contact information for the Licensing Manager who will work with you to evaluate your technology and discuss potential IP protection and commercialization.
Once the submission is reviewed by CTTEC, the Creators will receive a receipt of disclosure email from CTTEC (innovation@cmu.edu) with an assigned docket number and a corresponding request for signature via DocuSign.
I am going to publicly disclose my technology in less than three business days and would like CMU to file a provisional patent application to protect my IP–how do I let CTTEC know about this?
Submit an online IP disclosure form and follow up with an email to innovation@cmu.edu and the Business Development and Licensing Manager assigned to your department alerting CTTEC of the imminent disclosure.
Use a clear subject line, include the online reference number and title of your submitted disclosure, and provide as much information as possible: e.g. the nature, location, and timing of the disclosure.
I have a question not answered here - what should I do?
Contact the CTTEC team at innovation@cmu.edu! We’re here to assist you.

