Samir Panda Career and Legacy
Samir Panda's career was defined by a single, consuming question: how do you watch over someone you love when you can't be in the room? The answer, developed across a decade of engineering, clinical research, and collaboration, was Haven---the first integrated contactless home monitoring system designed for medically complex populations. From a Harvard undergraduate fascinated by the intersection of technology and human need to a Johns Hopkins postdoc leading one of the most consequential projects in disability-informed medical technology, Samir's professional trajectory was shaped by personal loss, institutional mentorship, and an engineering mind that refused to accept that the people who needed monitoring most were the people existing technology served least.
Education¶
Harvard University (~2019--2023)¶
Samir arrived at Harvard University at eighteen, an international student from Gopalpur-on-Sea, Odisha, India, carrying the weight of his family's investment and the academic gifts that had made him extraordinary in a town that had never produced a Harvard student. He studied engineering, gravitating toward the intersection of technology and public health under the mentorship of Professor Priya Sharma, an Indian-American woman whose interdisciplinary work bridged the gap between what technology could do and what people needed it to do.
Professor Sharma recognized in Samir something beyond aptitude: the specific hunger of someone who had watched technology fail a person they loved. She guided his intellectual development, introduced him to the questions that would define his career, and---critically---taught him how to survive American academia as a dark-skinned international student whose accent marked him before his credentials could speak. She directed him toward Johns Hopkins for graduate school, toward biomedical engineering, toward the work that would eventually become Haven.
At Harvard, Samir also formed the friendship that would anchor his American life: Kian Rashidi, an Iranian international student who arrived the same year and shared the specific displacement of being brown and brilliant in spaces that didn't expect either from people who looked like them.
Johns Hopkins University (~2023--2028)¶
Samir's doctoral work at Johns Hopkins University focused on biomedical sensor integration and signal processing---the technical foundations that would underpin Haven's contactless monitoring capabilities. His research examined how multiple sensing modalities (radar-based respiration detection, AI-powered movement analysis, ambient environmental monitoring) could be integrated into a single system capable of synthesizing data streams that no individual sensor could interpret alone.
The intellectual question was elegant. The emotional fuel was his father.
During his doctoral program, Samir's father, Pradeep Panda, suffered a heart attack followed months later by a stroke that left him with permanent cognitive changes. Samir was in Baltimore for both events, ten thousand miles from the coastal town where his mother and sister managed his father's recovery without the monitoring technology that could have made the watching less terrifying. The helplessness of that distance---of being one of the smartest people at one of the best engineering programs in the world and being unable to do a single useful thing for his father---became the driving force behind his research.
His Ph.D. was completed in approximately 2028, a fast timeline for biomedical engineering that reflected both his brilliance and his urgency.
Project Haven¶
Main article: Project Haven - Home Monitoring System
Conception and Naming (~2028--2029)¶
Haven began as a research initiative at Johns Hopkins, born from the collaboration between the Department of Biomedical Engineering and the Department of Neurology's epilepsy division. The initial grant proposal focused on reducing SUDEP (Sudden Unexpected Death in Epilepsy) risk through continuous home monitoring that eliminated the need for body-worn sensors. Samir conceived the project's core architecture---the integration of contactless radar sensing, AI-powered video analysis, and ambient environmental monitoring into a single unified system---and coded it "Haven" during the proposal phase. The name stuck because by the time anyone considered rebranding, every paper, every IRB protocol, and every pilot family called it Haven, and the name had roots too deep to pull up.
The project's name was not accidental. Haven meant safety, refuge, protection---the thing Samir had been unable to provide for his father from across an ocean. The technology would do what he couldn't: watch over someone when the person who loved them most couldn't be in the room.
The Logan Weston Collaboration (~2030--2034)¶
When Logan Weston entered Johns Hopkins School of Medicine around 2030, Samir recognized something that the rest of the engineering team had not been trained to see: a person who lived at the intersection of clinical medicine, disability experience, and caregiving knowledge in a way that no amount of focus-group consultation could replicate. Logan's background---a wheelchair-using physician with chronic pain, a traumatic brain injury, Type 1 diabetes, and deep personal connections to the epilepsy community through Jacob Keller---made him not just a valuable consultant but a necessary one. The system Haven was building would serve people whose lives Logan understood from the inside.
Samir's invitation was carefully framed. He had spent enough years in American academia to understand what "consultation" usually meant for disabled people---a photo opportunity, a line item on a grant, lived experience reduced to institutional performance. He had also spent enough years watching his sister be undervalued for her contributions to know what it looked like when someone's knowledge was used without being respected. The invitation he extended to Logan was the opposite of all of that: "The door is open and it stays open regardless of how far you walk through it." As much involvement as Logan wanted, with the explicit understanding that he could scale back at any time without consequence.
The precision of that framing was characteristic of Samir---both the autism-driven attention to exactly how words landed and the learned sensitivity of a man who had been underestimated himself and refused to do it to others. What drew Samir and Logan together, beyond the work, was their shared experience of being young for where they were academically. Samir had been the youngest postdoc in his department; Logan was among the youngest medical students at Hopkins. Both knew what it meant to walk into a room where nobody expected you to be the one with the answers, and both had learned the specific exhaustion of being exceptional in spaces that kept forgetting to expect it from people who looked like them. Samir didn't look at the twenty-three-year-old disabled Black man and think "he has no idea what he's doing," because Samir had been the twenty-seven-year-old Indian postdoc about whom people thought exactly that.
Logan attended one meeting. Made one observation---credited by multiple team members as the single insight that redirected the project's engineering approach. The most frequently cited version: Logan told the team that the system could not be wearable, because the people who needed it most were the people who would not tolerate something on their wrist. The engineering team went quiet. Then they started asking real questions. Logan came back for the next meeting, and the next, and somewhere between the third meeting and the sixth he stopped being the clinical consultant and became part of the team.
Over the following years, Samir and Logan's collaboration deepened into one of the most productive partnerships in disability-informed medical technology. Samir brought the engineering architecture; Logan brought the clinical understanding and the lived experience that prevented the system from making the mistakes that well-intentioned but disability-ignorant technology always made. Their dynamic was professional respect wrapped around genuine friendship---two men who understood each other's weight.
Clinical Validation and Consumer Release (~2031--2035)¶
Under Samir's technical leadership, Haven moved from laboratory prototype to clinical validation. Charlie Rivera, Jacob Keller, and Riley Mercer volunteered as testers, each providing unique physiological data profiles that stress-tested the system's capabilities. Charlie's complex sleep architecture (CFS/ME, POTS, sleep apnea, EDS) represented the most demanding test case; Jake's epilepsy with mixed seizure types and autism-related sensory sensitivities was exactly the user population the contactless approach had been designed for; Riley's narcolepsy and asthma taught the system distinctions it couldn't have learned from any other data.
The consumer version reached the market around 2033--2034, manufactured under Hopkins licensing. It was marketed as a medical-grade home monitoring system for people with complex health needs---a category that had not previously existed in consumer technology.
Samir's Design Philosophy¶
Several of Haven's defining features reflected Samir's specific engineering philosophy, shaped by his AuDHD pattern-recognition, his father's illness, and his deep respect for the autonomy of the people the system served:
Contactless by design: The foundational principle. The people who needed monitoring most---those with sensory sensitivities, intellectual disabilities, or motor impairments---were the people least likely to tolerate wearable devices. This insight, which Logan reinforced from clinical experience, drove the entire system architecture.
Multi-unit architecture: Samir's insistence that Haven support multiple units linked to a single patient profile. A system that only worked in one room wasn't a haven; it was a cage. This came from understanding that disabled people didn't stay in one place---they visited family, they traveled, they slept at their brother's house on Sundays.
Flexible data routing: Haven didn't default to caregiver mode. The system offered user-configurable routing that respected independence levels---from full caregiver alerts for someone like Sofia Medina to self-monitoring for independent adults like Charlie Rivera. Samir's engineering ensured the system adapted to the user rather than assuming a default.
Interoperability: Built on HL7 FHIR open standards, designed to integrate with the technology ecosystems disabled people had already built for themselves. Samir understood---from his own AuDHD experience of carefully configuring his environment---that a system demanding people rebuild their tech setup around it was a system that would be abandoned.
Racism and Professional Challenges¶
Samir experienced racism at every stage of his American career. The daily microaggressions were constant: being asked to repeat himself, being "complimented" on his English by people who didn't know he spoke three languages, the scammer jokes, the "go back to your country" comments that followed him from Cambridge to Baltimore.
The most devastating incidents came during Haven's development, when increased public visibility made him a larger target. At a conference where he was presenting Haven's clinical validation data, a comment from the audience reduced his life's work to his nationality---the specific, public humiliation of being brilliant in front of people who chose to see his accent instead of his research. He responded with composure, because the work mattered more than his pain, because an angry Indian man at a professional conference confirmed a different stereotype. But the choosing cost him something.
Within the same week, a physical confrontation in Baltimore outside the academic bubble---unambiguous, frightening, the reminder that his body was read as foreign in public spaces regardless of what he'd accomplished in professional ones. The combination of polished institutional racism and raw street racism in the same week crystallized something in Samir that didn't fully heal. It was the week he understood that no amount of brilliance would make this country see him as belonging.
These experiences deepened his empathy for Logan's parallel navigation of American spaces where Black and disabled bodies were read before credentials were. They shared the specific exhaustion of excellence in contexts that kept forgetting to expect it from people who looked like them.
Haven Health, Inc.¶
Main article: Haven Health Inc.
When Project Haven's clinical validation phase demonstrated both the system's viability and a market need that no existing company was serving, Samir led the effort to spin the research off into an independent company rather than license the technology to an established medtech firm. Haven Health, Inc. was incorporated as a Public Benefit Corporation around 2033--2034, with Samir as CEO and co-founder and Logan Weston as founding clinical advisor. The decision to incorporate as a PBC---a legal structure that required the company to consider its public benefit mission alongside shareholder returns---was Samir's, driven by the conviction that Haven's design philosophy would not survive acquisition by a larger firm that would keep the radar sensor and cut the wheelchair-mountable travel bag.
Samir's leadership of Haven Health reflected the same qualities that defined his research: precision, mission-driven intensity, and the quiet authority of a man who spoke softly and meant everything he said. He navigated the tension between mission and margin with the same care he brought to sensor calibration, building a pricing model that included insurance reimbursement, sliding-scale direct purchase, and grant-funded unit placement to ensure that cost was never the reason a medically complex person went unmonitored.
Teaching and Mentorship¶
Samir's approach to mentorship was shaped directly by Professor Sharma's investment in him. The chain ran clearly: an Indian-American woman at Harvard who saw a quiet Odia freshman and decided he wouldn't slip through the cracks; an Odia postdoc at Hopkins who saw a young Black disabled medical student and decided the same thing. Samir mentored the way he'd been mentored---with genuine respect for the mentee's autonomy, an open door that stayed open regardless of how far someone walked through it, and the understanding that the best mentorship wasn't about shaping someone in your image but about making space for them to become themselves.
Professional Style¶
Samir's engineering was characterized by the precision and deep-systems thinking his AuDHD brain made possible. He could hold the entire Haven architecture in his head simultaneously---every sensor interaction, every data pathway, every edge case---with a clarity that his neurotypical colleagues found both impressive and slightly unnerving. His lab, by contrast, was organized by a system that existed in a state between genius and chaos, comprehensible only to him and occasionally not even that.
He presented his work the way he spoke: quietly, precisely, with every word placed. Conferences were exhausting---the social performance, the fluorescent lights, the sustained interaction---but he endured them because the work needed to be seen and he was the person who understood it most completely. The post-conference shutdowns were the cost of professional visibility.