Happy New Year. I look forward to providing you with Steve’s and Sameer’s help, a full program of interesting webinars this year. Our first is outlined below. Also, an event is being planned before spring in Jack Smith’s name and other candidate speakers are in the wings.
If you or someone you know could be a candidate speaker, I would warmly welcome your suggestions.
All the best for 2026.
Peter
Register in advance for this meeting:
https://us02web.zoom.us/meeting/register/_Jlr0sqpQsOyoQQmCYO4WQ
After registering, you will receive a confirmation email containing information about joining the meeting.
Abstract: Co-Evolution with Our Creations: Intelligence, Agency, Humanity
This presentation uses the perspective established in the reference book “Integral Child Growth: Guiding in the Unknown Toward Adult Emergence” to explore how new technologies such as Artificial Intelligence (AI) necessitate re-examining fundamental questions regarding Humanity and AI. The structure of the analysis is built around three high-level topics: Models and Methodologies, AI Tools, and Life.
Models and Methodologies (The Toolbox)
The framework employs concepts for analyzing complex, evolving systems. Central to this is the Motivation-Design-Realization Triad:
1. Architecture: The systemic model of motivations answering “Why the system exists”.
2. Design: The structured translation detailing “How the system takes shape”.
3. Instantiation: The concrete execution addressing “How the system becomes real” in a real context.
This Triad provides a universal approach applicable to Corporate Governance, Life Guidance, and the understanding of modern AI. Supplementary methodologies include the Scientific Method and Utility Networks, which often display a Scale-Free signature or Power Law distribution. Systems themselves are defined based on a minimal and sufficient set leading to a Defining Function.
Modern AI Discussion (AI Tools)
Tracing the path of AI from basic Algorithms to modern LLMs and Agents, the presentation defines the Large Language Model (LLM)as a meaning-making storytelling machine. Its defining function is to: “Help the user understand, decide, and act with more clarity and capability”. This function is mapped to the Enterprise Architecture Triad: Architecture involves Tokenization (understanding needs) and the Attention Mechanism (focusing on relevance); Design translates motivations into computation patterns, utilizing the Embedding Space; and Instantiation manifests as the real-time, adaptive conversation involving prompt interpretation and generative decoding.
For AI Agents, the primary risks are rooted in human interaction. These include False Agency Attribution—mistaking adaptive behavior for intention or responsibility—and Accountability Drift, where human responsibility is offloaded. The presentation warns that treating agents as tools ensures humans remain responsible, but treating them as authorities means we abandon meaning.
Relationship with Biological Life and Humanity
The structure of existence is examined through Autopoiesis, defined by Varela and Maturana, wherein an entity is characterized by intrinsic autopoiesis and structural coupling, governed by Language and Context. Life’s instantiated form is governed by its Function(viability conditions), History (inheritance), and Current Context (environmental conditions). Recognizing developmental bias means “Intelligence” is seen as a property of organization, not solely of neurons. This perspective is extended to Lifoids, entities ranging from organoids and families to organizations and nations.
Parallels are drawn between the function of LLMs and Child Emergence: initial Language (interaction/modeling) leads to unsupervised learning (extracting a model of reality) and growth/pruning (acting as tokenization and embedding with perpetual normalization). The lifelong growth pathway involves understanding the Authentic Self, context, finding one’s place, and sharing knowledge. The ultimate human milestone is Final Transcendence, achieved by becoming an ancestor worth remembering and contributing cognitive reproduction and shared wisdom.
The discussion is intended to bring understanding and clarification to the complex times we are part of.
Bogdan Motoc —Biography
Co-Evolution with our Creations: Intelligence, Agency, Humanity
Bogdan Motoc is an electrical engineer, enterprise architect, entrepreneur, and systems thinker whose four-decade career spans safety-critical engineering, startups, large-scale institutions, and emerging intelligent systems. His work consistently explores how human intelligence, machine intelligence, and organizational agency co-evolve—and how that evolution can be guided responsibly.
He began his career designing real-time, mission-critical systems in industrial automation, aerospace simulation, VR based education, and defense-oriented projects, including work aligned with national defense and safety mandates. Operating in environments where failure had direct human consequences shaped his enduring focus on reliability, governance, and accountability.
For representing Canadian technology internationally, Bogdan was awarded a plaque and medal for Technical Excellence by the Government of Canada.
As a founder and technology leader, Bogdan helped create and scale ventures across medical devices, digital health, biometrics, intelligent control systems, and immersive virtual-reality platforms for education, training, and professional certification. Long before these domains became mainstream, his work integrated biometric sensing, human–machine interaction, and immersive simulation into operational products. He has raised venture funding, grown multidisciplinary teams, and architected platforms combining hardware, software, data, and human workflows—several of which have operated continuously for decades, including safety-critical installations with zero recorded incidents.
Bogdan held senior architecture and leadership roles within large enterprises and public healthcare systems, where he focused on enterprise architecture, investment prioritization, risk mitigation, and compliance-driven transformation. His work contributed to measurable improvements in effectiveness and cost efficiency while navigating regulatory, ethical, and organizational complexity at scale.
Bogdan is the author of multiple works on collaboration, governance, and technological power, including Escaping the Great Filter and The Power Law of Wellness as well as books on authenticity, relationships, healing, child growth and adult emergence. Today, he advises founders, mentors leaders, and speaks internationally on the implications of artificial intelligence, autonomy, and decision-making systems, not as tools alone, but as actors reshaping human agency and its stigmergic mind.
This webinar reflects a career lived across innovation, defense, enterprise, and reflection—and an ongoing inquiry into how humanity remains present, accountable, and wise as our creations increasingly think and act alongside us.
