Cambridge, MA – MIT EmTechAI: Hossein Rahnama, Visiting Associate Professor at MIT Media Lab, Professor at Toronto Metropolitan University, and Founder/CEO of Flybits, presented a vision for the future of AI centered on Perspective-Aware Computing (PAC), also known as Perspective-Aware AI. His work explores how AI can move beyond personalization to foster deeper, more empathetic human-to-human and human-AI collaboration.
Key Concepts and Innovations
1. Perspective-Aware Computing (PAC)
- PAC is an emerging computational paradigm where users can interact through each other’s perspectives, rather than relying on centralized recommendation systems.
- It enables the creation of digital surrogates or “digital twins”- AI agents modeled on an individual’s digital footprint, knowledge, and behavioral tendencies.
- These agents, called “chronicles,” can represent a person’s viewpoint, enabling others to “walk in their shoes” virtually.
2. From Personalization to Participation
- Traditional AI systems focused on pushing personalized content based on centralized data.
- Rahnama advocates for a shift toward participatory systems, where individuals collaborate with AI and retain control over their data and digital agents.
- This participatory model emphasizes data ownership, privacy, auditability, and the ability to trace and understand decision processes.

3. Human-AI Agents and Digital Twins
- Each person could have a digital twin-an AI agent that helps manage tasks, collaborate, and even represent them in virtual environments.
- These agents are not intended to replace humans but to amplify their abilities, improve collaboration, and free up time for more meaningful activities.
- In organizations, these agents could interact to form teams, solve problems, and facilitate knowledge transfer, all while respecting legal and ethical boundaries.
4. Applications Across Domains
- Business: AI chronicles can help employees see situations from multiple perspectives (e.g., CEO, ESG specialist), improving decision-making and empathy.
- Education: Agents could passively monitor learning, personalize interventions, and potentially shorten the time required to achieve mastery, freeing students for broader experiences.
- Healthcare: Doctors could use perspective-aware agents to gain insights from colleagues’ viewpoints, enhancing diagnosis and treatment collaboration.
- Finance: AI agents could present financial information in immersive ways, supporting but not replacing human advisors.
5. Privacy, Trust, and Ethics
- Data used to build these agents is encrypted and controlled by the user, ensuring privacy and security.
- Rahnama stresses the need for auditable, explainable AI, and the importance of earning-not assuming-trust in AI systems.
- He highlights the necessity of cross-industry collaboration to develop protocols and governance for these new AI systems.
Vision for the Future
Rahnama envisions a world where:
- AI operates in the background, augmenting rather than replacing human abilities.
- Perspective-aware AI reduces bias, fosters empathy, and enables richer collaboration across disciplines and cultures.
- Organizations and individuals can leverage digital twins for lifelong learning, improved productivity, and even digital legacies.
- The ultimate goal is to empower people, making technology serve human needs while preserving agency, privacy, and trust.
Notable Quotes and Insights
“The best technology is a technology that you cannot see… We are interested in human interfaces and want AI agents to help us communicate and collaborate better.” – Hossein Rahnama
“Data is the new asset class, trust is the new currency, and AI is the new economy.” – Hossein Rahnama
Conclusion
Hossein Rahnama’s “Perspective Aware Computing” outlines a future where AI is not just a tool for personalization, but a platform for participatory, empathetic, and secure collaboration. By creating digital twins that embody our knowledge and perspectives, PAC aims to enhance human connection, foster understanding, and empower individuals across sectors-while keeping privacy, ethics, and trust at the core of AI innovation.
For more information, please visit the following:
Website: https://www.josephraczynski.com/
Blog: https://JTConsultingMedia.com/
Podcast: https://techsnippetstoday.buzzsprout.com
LinkedIn: https://www.linkedin.com/in/joerazz/
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