# MIT intellectual property

Published articles for MIT intellectual property.

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## Lifesaving Lincoln Laboratory device wins 2026 Excellence in Technology Transfer Award

DevFeed: [Lifesaving Lincoln Laboratory device wins 2026 Excellence in Technology Transfer Award](<https://devfeed.tech/articles/lifesaving-lincoln-laboratory-device-wins-2026-excellence-in-technology-transfer-award-37962.md>)

Original publisher: [Read original article](<https://news.mit.edu/2026/lifesaving-lincoln-laboratory-technology-wins-tech-transfer-award-0911>)

Author: Erin Lee | Lincoln Laboratory

Published: 2026-09-11T13:45:00Z

Content type: news

Language: en

Sources: [MIT AI News](<https://devfeed.tech/sources/mit-ai-news.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Development](<https://devfeed.tech/topics/development.md>), [Software](<https://devfeed.tech/topics/software.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-assisted-catheterization-device](<https://devfeed.tech/tags/ai-assisted-catheterization-device.md>), [ai-guide](<https://devfeed.tech/tags/ai-guide.md>), [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [asha-rajagopal](<https://devfeed.tech/tags/asha-rajagopal.md>), [autonomus-medical-technologies](<https://devfeed.tech/tags/autonomus-medical-technologies.md>), [awards-honors-and-fellowships](<https://devfeed.tech/tags/awards-honors-and-fellowships.md>), [devices](<https://devfeed.tech/tags/devices.md>), [emergency-medicine](<https://devfeed.tech/tags/emergency-medicine.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [excellence-in-technology-transfer-awards](<https://devfeed.tech/tags/excellence-in-technology-transfer-awards.md>), [federal-laboratory-consortium-for-technology-transfer](<https://devfeed.tech/tags/federal-laboratory-consortium-for-technology-transfer.md>), [field](<https://devfeed.tech/tags/field.md>), [funding](<https://devfeed.tech/tags/funding.md>), [health-sciences-and-technology](<https://devfeed.tech/tags/health-sciences-and-technology.md>), [industry](<https://devfeed.tech/tags/industry.md>), [invention](<https://devfeed.tech/tags/invention.md>), [lincoln-laboratory](<https://devfeed.tech/tags/lincoln-laboratory.md>), [mass-general-hospital](<https://devfeed.tech/tags/mass-general-hospital.md>), [medical-device-invention](<https://devfeed.tech/tags/medical-device-invention.md>), [medical-devices](<https://devfeed.tech/tags/medical-devices.md>), [medicine](<https://devfeed.tech/tags/medicine.md>), [mgh](<https://devfeed.tech/tags/mgh.md>), [military-medics](<https://devfeed.tech/tags/military-medics.md>), [mit-intellectual-property](<https://devfeed.tech/tags/mit-intellectual-property.md>), [mit-lincoln-laboratory](<https://devfeed.tech/tags/mit-lincoln-laboratory.md>), [mit-startups](<https://devfeed.tech/tags/mit-startups.md>), [mit-technology-licensing-office-tlo](<https://devfeed.tech/tags/mit-technology-licensing-office-tlo.md>), [national-institutes-of-health-nih](<https://devfeed.tech/tags/national-institutes-of-health-nih.md>), [nih-funding](<https://devfeed.tech/tags/nih-funding.md>), [portable](<https://devfeed.tech/tags/portable.md>), [prototype](<https://devfeed.tech/tags/prototype.md>), [real-world](<https://devfeed.tech/tags/real-world.md>), [research](<https://devfeed.tech/tags/research.md>), [samuel-kesner](<https://devfeed.tech/tags/samuel-kesner.md>), [startup](<https://devfeed.tech/tags/startup.md>), [startups](<https://devfeed.tech/tags/startups.md>), [technology](<https://devfeed.tech/tags/technology.md>), [u-s-armed-forces](<https://devfeed.tech/tags/u-s-armed-forces.md>), [u-s-army](<https://devfeed.tech/tags/u-s-army.md>)

### AI overview

AI-GUIDE, a portable catheterization device developed by MIT Lincoln Laboratory and Massachusetts General Hospital, received the Federal Laboratory Consortium's 2026 Excellence in Technology Transfer Award. The project is transferring its prototype to AutonomUS Medical Technologies for commercialization.

### Source excerpt

The handheld catheterization device AI-GUIDE, created by Lincoln Laboratory and Massachusetts General Hospital, promises improved health outcomes for injured service members and civilians.

## Devavrat Shah's research and Ikigai Labs use tabular data for real-time forecasting and decision-making

DevFeed: [Devavrat Shah's research and Ikigai Labs use tabular data for real-time forecasting and decision-making](<https://devfeed.tech/articles/helping-ai-models-to-meet-the-real-world-37954.md>)

Original publisher: [Read original article](<https://news.mit.edu/2026/helping-ai-models-meet-real-world-0714>)

Author: David Chandler | Laboratory for Information and Decision Systems

Published: 2026-07-14T20:25:00Z

Content type: article

Language: en

Sources: [MIT AI News](<https://devfeed.tech/sources/mit-ai-news.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [decision-making](<https://devfeed.tech/topics/decision-making.md>), [Structured-data](<https://devfeed.tech/topics/structured-data.md>), [AI Models](<https://devfeed.tech/topics/ai-models.md>), [data](<https://devfeed.tech/topics/data.md>), [Time Series](<https://devfeed.tech/topics/time-series.md>), [Computer science](<https://devfeed.tech/topics/computer-science.md>), [Electrical engineering and computer science (EECS)](<https://devfeed.tech/topics/electrical-engineering-and-computer-science-eecs.md>), [Temporal data](<https://devfeed.tech/topics/temporal-data.md>), [systems](<https://devfeed.tech/topics/systems.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-and-decision-making](<https://devfeed.tech/tags/ai-and-decision-making.md>), [ai-in-business-planning](<https://devfeed.tech/tags/ai-in-business-planning.md>), [ai-models](<https://devfeed.tech/tags/ai-models.md>), [algorithms](<https://devfeed.tech/tags/algorithms.md>), [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [business-and-management](<https://devfeed.tech/tags/business-and-management.md>), [business-modeling](<https://devfeed.tech/tags/business-modeling.md>), [celonis-context-model](<https://devfeed.tech/tags/celonis-context-model.md>), [computer-science-and-technology](<https://devfeed.tech/tags/computer-science-and-technology.md>), [data](<https://devfeed.tech/tags/data.md>), [data-systems](<https://devfeed.tech/tags/data-systems.md>), [decision-making](<https://devfeed.tech/tags/decision-making.md>), [devavrat-shah](<https://devfeed.tech/tags/devavrat-shah.md>), [electrical-engineering-and-computer-science-eecs](<https://devfeed.tech/tags/electrical-engineering-and-computer-science-eecs.md>), [faculty](<https://devfeed.tech/tags/faculty.md>), [forecasting](<https://devfeed.tech/tags/forecasting.md>), [idss](<https://devfeed.tech/tags/idss.md>), [ikigailabs](<https://devfeed.tech/tags/ikigailabs.md>), [laboratory-for-information-and-decision-systems-lids](<https://devfeed.tech/tags/laboratory-for-information-and-decision-systems-lids.md>), [mit-eecs](<https://devfeed.tech/tags/mit-eecs.md>), [mit-idss](<https://devfeed.tech/tags/mit-idss.md>), [mit-intellectual-property](<https://devfeed.tech/tags/mit-intellectual-property.md>), [mit-lids](<https://devfeed.tech/tags/mit-lids.md>), [mit-schwarzman-college-of-computing](<https://devfeed.tech/tags/mit-schwarzman-college-of-computing.md>), [predictions](<https://devfeed.tech/tags/predictions.md>), [profile](<https://devfeed.tech/tags/profile.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [research](<https://devfeed.tech/tags/research.md>), [school-of-engineering](<https://devfeed.tech/tags/school-of-engineering.md>), [startups](<https://devfeed.tech/tags/startups.md>), [structured](<https://devfeed.tech/tags/structured.md>), [tabular-data](<https://devfeed.tech/tags/tabular-data.md>), [time-series-data](<https://devfeed.tech/tags/time-series-data.md>)

### AI overview

MIT Professor Devavrat Shah's research led to a foundation model for tabular and time-series enterprise data. Developed with Ikigai Labs, the system continuously tests predictions against real outcomes to support large-scale forecasting and decision-making.

### Source excerpt

Through research and entrepreneurship, Professor Devavrat Shah is helping to design methods that can handle constant decision-making using limited computational resources.