Daphne Koller Urges AI Community to Embrace Richly Structured Models at “America at 250: A Beacon for the AI Age”

Daphne Koller Urges AI Community to Embrace Richly Structured Models at “America at 250: A Beacon for the AI Age”

Cambridge, Massachusetts – May 1, 2026

Daphne Koller, Founder and CEO of insitro and one of the 50 honorees of the America 250: AI Pioneers, delivered a compelling keynote at the prestigious conference “America at 250: A Beacon for the AI Age” held at Harvard University’s historic Loeb House.

In her address, Koller called for a fundamental shift in AI development — moving beyond traditional vector-based models toward richly structured models capable of representing complex, real-world relationships.

“Today’s AI systems are very good at simple input-output tasks,” Koller noted. “But the real world is not a single vector. To truly understand a scene, we need models that can reason about multiple interconnected elements at once — for example, recognizing not just that there is a dog in the image, but also the frisbee, the beach, and the children building a sandcastle.”

Her vision emphasizes the need for AI systems that better mirror the structured nature of human cognition and the physical world. Koller argued that the next leap in artificial intelligence will come from models that can capture rich relationships between variables, both in inputs and outputs.

The conference, organized by the Boston Global Forum and the AI World Society, brought together leading voices in AI to explore America’s role as a global beacon of ethical and responsible innovation in the Age of Artificial Intelligence. As one of the 50 America 250 AI Pioneers, Koller’s participation underscored the importance of foundational scientific thinking in shaping the future of AI.

From AI Power to AI Wisdom: The Trump–Xi Summit and the Call for Trusted AI

From AI Power to AI Wisdom: The Trump–Xi Summit and the Call for Trusted AI

The Trump–Xi summit shows that artificial intelligence has become a defining issue of global power, strategic stability, and the future of civilization. Reports indicate that the two sides discussed AI guardrails and advanced Nvidia chips, while U.S. officials also described talks on AI best practices and safeguards for powerful models. (Bloomberg)

For AIWS — AI World Society and AI Wisdom Society, this moment confirms a central truth: the AI Age cannot be governed by power alone. It requires wisdom, trust, human responsibility, and verifiable standards. Competition in chips, models, data, and platforms must be balanced by Trust Infrastructure — including transparency, provenance, human-in-command principles, independent auditing, AIWS Trust Rating, and an AIWS Trusted Order.

At the same time, the Boston Global Forum is expanding its network of partners to implement AIWS Trust Infrastructure and AIWS Lumina in practice. Over the past week, BGF held two important meetings in Boston with partners from Asia and Europe who came to meet with Nguyen Anh Tuan and discuss concrete pathways for collaboration. These meetings reflect a growing recognition that trusted AI must move from vision to implementation — through standards, cultural architecture, responsible innovation, and international cooperation.

The lesson is clear: powerful AI must become trustworthy AI. The future of AI will not be secured merely by technological superiority, but by the wisdom to ensure that AI serves human dignity, peace, safety, creativity, and the common good of humanity.

Japan Lumina: Harmony, Trust, Nobility, and Human Dignity for the AI Age

Japan Lumina: Harmony, Trust, Nobility, and Human Dignity for the AI Age

A Special Branch of AIWS Lumina

Nguyen Anh Tuan and Yasuhide Nakayama are developing Japan Lumina, a special branch of AIWS Lumina, to bring the enduring values of Japanese civilization into the AI Age.

Founded as the AI World Society, AIWS has evolved into the AI Wisdom Society, where the letter W represents both World and Wisdom. This evolution reflects a deeper mission: to ensure that artificial intelligence is guided not only by technological intelligence, but also by human wisdom, culture, trust, beauty, and dignity.

Japan Lumina connects the values of harmony, reflection, discipline, integrity, beauty, compassion, and respect for human dignity with the broader AIWS Lumina culture of Love, Creativity, and Nobility. It is envisioned as both a cultural initiative and a civilizational framework — linking Japan and the United States, Boston and Tokyo, tradition and innovation, and technological progress with human-centered wisdom.

Inspired by America at 250: A Beacon for the AI Age and supported by the leadership of Yasuhide Nakayama, Japan Lumina proposes that Japan become an important home for annual AIWS Lumina activities and a living bridge of trust, culture, and shared human values for the world.

The symbolic image of AIWS Lumina — a radiant human figure surrounded by light, beauty, and renewal — expresses the spirit of this vision: in the AI Age, humanity must not be diminished by technology, but elevated by wisdom, love, creativity, and nobility.

America at 250: AI Pioneers and Congratulations from Hanoi’s Highest-Ranking Leader

America at 250: AI Pioneers and Congratulations from Hanoi’s Highest-Ranking Leader

As part of the historic America at 250: A Beacon for the AI Age Conference held on May 1, 2026 at Harvard University’s Loeb House, the Boston Global Forum and the AI World Society presented the America at 250: AI Pioneers Award, honoring 50 extraordinary scientists, innovators, business leaders, and public thinkers whose contributions have shaped artificial intelligence in service to humanity.

The commemorative video, America at 250: AI Pioneers, celebrates these remarkable individuals and highlights a central message of the conference and the book America at 250: A Beacon for the AI Age: that the future of AI must be guided by trust, human dignity, ethical responsibility, and a deep commitment to advancing civilization.

Watch the America at 250: AI Pioneers Video

A particularly meaningful recognition of this initiative came from Trần Đức Thắng, the highest-ranking leader of Hanoi, the capital of Vietnam. In his official letter dated April 30, 2026, addressed to Governor Michael S. Dukakis and the distinguished leaders of the Boston Global Forum, he congratulated the Forum on its efforts to advance governance, innovation, and human-centered artificial intelligence in the AI Age.

Mr. Trần Đức Thắng expressed appreciation for the vision reflected in America at 250: A Beacon for the AI Age and specifically recognized the America at 250: AI Pioneers, noting that their contributions have helped shape science, technology, public life, and responsible innovation. He emphasized Hanoi’s strong commitment to international cooperation in science, technology, digital transformation, and trustworthy AI.

The letter also welcomed practical collaboration between Hanoi and the Boston Global Forum in areas including trustworthy AI governance for public services, information integrity, deepfake response, data governance, healthcare, education, and AI capacity development.

This message from Hanoi’s top leader underscores the growing global significance of the ideas advanced by the Boston Global Forum, the AI World Society, and the book America at 250: A Beacon for the AI Age. It also highlights Vietnam’s readiness to work with the United States, Japan, Europe, and other democratic partners to implement AIWS Trust Infrastructure and build a more trustworthy and human-centered civilization in the AI Age.

Watch the full video here: https://www.youtube.com/watch?v=zKklarcvhKo&t=8s

Read the full letter from the Hanoi leadership here: https://bostonglobalforum.org/news/congratulations-from-hanois-highest-ranking-leader-to-the/

Boston Global Forum Announces the Evolution of AIWS: From AI World Society to AI Wisdom Society

Boston Global Forum Announces the Evolution of AIWS: From AI World Society to AI Wisdom Society

AIWS: World and Wisdom — A Beacon for the AI Age

Boston, May 11, 2026 — The Boston Global Forum today announces a significant evolution in the meaning and mission of AIWS.

Originally founded in 2017 as the AI World Society, AIWS was created as a vision for building a global society in which artificial intelligence serves humanity, peace, democracy, and human dignity.

Over the past nine years, AIWS has grown into a globally recognized initiative, influencing leaders, scholars, innovators, policymakers, and citizens around the world. Its ideas and frameworks—including the Social Contract for the AI Age, AIWS Government 24/7, AIWS Trust Infrastructure, and AIWS Lumina—have helped shape international discussions on the future of artificial intelligence and democratic governance.

As AIWS approaches its 10th anniversary in 2027, the Boston Global Forum is expanding and deepening this vision.

Building upon the strong global foundation established by the AI World Society, AIWS will place a renewed emphasis on Wisdom as the guiding principle for the next stage of its development.

Accordingly, AIWS now evolves into the AI Wisdom Society (AIWS).

This evolution preserves the trusted acronym AIWS while enriching the meaning of the letter W, which now represents both World and Wisdom.

  • World reflects the global community of nations, institutions, leaders, innovators, and citizens working together to shape the future of artificial intelligence.
  • Wisdom reflects the human insight, ethical judgment, cultural depth, reflection, and noble values required to guide artificial intelligence in service of humanity.

This is not a departure from the original mission of AIWS, but a natural and historic deepening of it.

“After nine years of global growth and influence, and as we prepare to celebrate the 10th anniversary of AIWS, we are building upon the strong foundation of the AI World Society and placing greater emphasis on Wisdom as the guiding force for the AI Age. The letter ‘W’ in AIWS now stands for both World and Wisdom,” said Nguyen Anh Tuan, Co-Founder, Co-Chair,  and CEO of the Boston Global Forum and Founder of AIWS.

“AIWS began as the AI World Society. Today, it evolves into the AI Wisdom Society—affirming that artificial intelligence must serve the world and be guided by wisdom.”

The evolution to AI Wisdom Society reflects a historic transition:

  • From intelligence to wisdom.
  • From technology to civilization.
  • From global connection to global responsibility.
  • From digital power to human dignity.
  • From artificial intelligence to artificial intelligence guided by wisdom.

AIWS will continue to advance its established initiatives, including:

  • AIWS Trust Infrastructure
  • AIWS Trust Architecture
  • AIWS Government 24/7
  • AIWS Social Contract for the AI Age
  • AIWS Lumina
  • AIWS Information Trust Infrastructure
  • AIWS Trust Order
  • AIWS Film Park
  • AIWS Angel

The new identity aligns closely with the vision of the book America at 250: A Beacon for the AI Age, co-authored by Michael S. Dukakis and Nguyen Anh Tuan, and with the continuing development of AIWS Trust Infrastructure and AIWS Lumina.

The Boston Global Forum will use the name AI Wisdom Society (AIWS) in future publications, programs, and initiatives, while honoring and expanding upon the founding legacy of the AI World Society.

AIWS: World and Wisdom — A Beacon for the AI Age

About the Boston Global Forum

The Boston Global Forum convenes leaders, thinkers, innovators, and citizens to develop initiatives for peace, security, democracy, and responsible innovation in the AI Age.

About AI Wisdom Society (AIWS)

AI Wisdom Society (AIWS), building on the foundation of the AI World Society, is a global initiative dedicated to ensuring that artificial intelligence serves humanity and is guided by world and wisdom, trust, culture, nobility, and human dignity.

Media Contact

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