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A Project’s Perspective on Sam Altman’s Three Observations Blog
AI never sleeps. This stands true for both its rapid pace of development, and it’s resulting autonomous capabilities. The whirlwind in January has left many in AI to process, reflect and recalibrate, and yes I’m talking about humans - not the new reasoning models.
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In last week’s reflections, Sam Altman’s vision of Artificial General Intelligence (AGI) stands out as both a technical milestone and a catalyst for societal transformation. We know we recently covered Sama’s timeline on AGI, but there’s key nuggets to take from his most recent blog - Three observations. AGI, conceived as systems capable of tackling increasingly complex tasks across multiple domains, is poised to redefine not only industries but also the roles and responsibilities of professionals, projects included.
This article analyses Sam’s blog, exploring how AGI might reshape project delivery—especially within construction—and the broader implications for career evolution. At its core, we confront a dual vision: one where AGI empowers individuals through enhanced intellectual capacity, and another where its integration risks amplifying centralised control. Essential to navigating this future will be the cultivation of resilience, adaptability, agency, willfulness, and determination - Sam’s words verbatim.
Three Observations
Sam Altman paints a picture of AGI as more than just a sophisticated tool. It is a system that, with continued investment, can achieve human-level problem solving across various fields. Though the term remains loosely defined, it is clear that AGI is envisioned as an extension of our historical journey in building transformative technologies.
Altman’s insights rest on three pivotal observations:
Scaling of Intelligence: The intelligence of an AI model appears to scale with the logarithm of the resources—such as training compute, data, and inference compute—invested in it. This relationship implies that continued resource allocation leads to predictable and continuous improvements.
Falling Costs: The cost to operate AI systems is decreasing dramatically—roughly a tenfold reduction every 12 months. This pace of decline far outstrips historical benchmarks like Moore’s law, suggesting that AI will become both more powerful and accessible over time.
Super-Exponential Socioeconomic Value: Even modest linear increases in intelligence could yield super-exponential benefits, driving transformational socioeconomic changes.
What Sam’s Quotes Mean for Projects
“In some ways, AI may turn out to be like the transistor”
Much like the transistor, AGI is anticipated to scale efficiently and infiltrate every corner of the economy. Just as transistors became ubiquitous in our devices and daily lives without us constantly contemplating their underlying technology, AGI promises to silently revolutionise workflows, productivity, and the very nature of work.
“There is a balance between safety and individual empowerment that will require trade-offs.”
As AGI approaches mainstream integration, a significant challenge lies in balancing its power between individual empowerment and potential authoritarian control. The societal integration of AI will depend heavily on robust legislative frameworks, thoughtful policy-making, and transparent governance structures that safeguard both innovation and individual autonomy.
"One of our reasons for launching products early and often is to give society and the technology time to co-evolve.”
Altman advocates for a measured approach, where technology and society co-evolve. Dripfeeding releases and increased open-sourcing of AI tools can provide the necessary time for both public policy and societal norms to adapt. This gradual integration mirrors the challenges seen in projects today, where the pace of technological change must be managed carefully to avoid disruption.
Lessons from the AI Paradox in Projects
Recent discussions, such as those highlighted in the AI Paradox in Projects, underscore the difficulties in aligning rapid technological advancements with existing project frameworks. These insights remind us that as we integrate AGI, we must concurrently develop systems that address both technical and human challenges.
Redefining Roles and Functions
AGI’s promise of amplifying intellectual capacity leads to a fundamental rethinking of project roles. Traditional positions—project managers, controllers, risk managers, cost analysts—may no longer exist in isolation. Instead, as AGI handles data-intensive tasks and routine analyses, these roles could merge into more dynamic, integrated functions that emphasise strategic oversight and innovative problem-solving.
“Anyone in 2035 should be able to marshall the intellectual capacity equivalent to everyone in 2025”
Altman’s assertion invites us to consider a future where project teams are collectively empowered. For construction projects and similar endeavours, this means that the combined intelligence of the team, augmented by AGI, can yield outcomes that far exceed current expectations. The intellectual load will be shared more equitably, enabling faster, more informed decision-making supporting a culture of continuous learning and adaptation. We’re already starting to see smaller companies with tiny teams showing healthy ARR’s in just months within tech. While projects are it’s own beast, the fruits of AI are pervasive.
Automation will elevate project dynamics
With routine tasks increasingly automated, project professionals will have the opportunity to shift focus from day-to-day operational details to strategic planning and innovation. This transformation could lead to more agile project environments, where the ability to pivot quickly in response to emerging challenges becomes a critical competitive advantage.
Essential Project Traits for the Future
Embracing Resilience, Adaptability, and Agency
As technology evolves, the human element remains indispensable. The qualities of resilience, adaptability, agency, willfulness, and determination are set to become the bedrock of future project management. In an AGI-enhanced landscape, these traits will empower professionals to harness new tools effectively while preserving the nuanced judgement and creativity that machines cannot replicate.
Strategies for Cultivation
Project professionals can cultivate these traits by:
Continuous Learning: Engaging in ongoing education and skill development to keep pace with technological advancements.
Collaborative Practices: Fostering team environments that encourage shared decision-making and collective problem-solving.
Mindful Leadership: Embracing a leadership style that balances technological reliance with human intuition and ethical considerations.
Integrating AGI into the Project Ecosystem
Viewing Projects as Microcosms
Projects, particularly in construction and large-scale endeavours, can be seen as microcosms of society at large. They offer a valuable testing ground for integrating AGI in ways that can later inform broader societal practices. By experimenting with new roles and workflows, project teams can generate insights that benefit the wider economy.
Feedback Loops and System Dynamics
Improvements in AI capabilities are likely to create positive feedback loops within project ecosystems. As AGI enhances project performance, the resulting successes can fuel further investments in technology, leading to a cycle of continuous improvement. However, these dynamics also require careful monitoring to ensure that efficiency gains do not come at the cost of diminished human oversight.
Mitigating Risks
While the potential benefits are immense, systemic pitfalls—such as the centralisation of decision-making power or the erosion of nuanced human judgement—must be proactively addressed. Implementing checks and balances, alongside fostering a culture of ethical responsibility, will be essential in mitigating these risks.
To Take Home
The transformative potential of AGI is undeniable. It stands as a technical breakthrough and a profound catalyst for reimagining the way we work and manage projects. As project management evolves, roles will likely merge, and the boundaries between disciplines may blur, all driven by the promise of amplified collective intelligence. Yet, the future also demands a delicate balance: the power of AGI must be harnessed in tandem with human resilience, ethical oversight, and adaptive leadership.
Looking ahead, the journey is one of both excitement and cautious optimism. By embracing a systems perspective, project professionals can lead the way in integrating AGI responsibly, ensuring that the evolution of work enhances individual empowerment rather than undermining it.
Call to Action
For project professionals keen to navigate this emerging landscape, now is the time to invest in new skills, foster collaborative environments, and engage in discussions around ethical AI integration. Consider exploring further resources, joining industry forums, and participating in professional development programmes that focus on the intersection of technology and project management. Together, we can shape a future where every team is equipped to harness the full potential of AGI, driving innovation and sustainable progress for all.
In embracing this vision, we not only prepare for a future where AGI transforms project management, but we also ensure that the human spirit—marked by determination, adaptability, and resilience—remains at the forefront of progress.