The Challenge: AGI alignment is one of the most complex puzzles humanity faces. How do we ensure that superintelligent systems act in ways aligned with human values, when even we struggle to maintain coherence across cultures, societies, and individuals?
🔍 The Bubble Problem Imagine a child blowing bubbles. Each bubble is a state of human awareness—drifting, colliding, bursting chaotically. Now picture policymakers, consultants, or AI labs trying to arrange those bubbles mid-air. They form too quickly, move unpredictably, and pop before you can stabilize them.
👉 This is the top-down approach to alignment: policies, regulations, governance frameworks chasing drift after it emerges. It’s reactive, fragmented, and always behind the curve.
🌬️ The Airflow Shift The Two Point Singularity introduces a different perspective: focus not on the bubbles, but on the airflow that creates them. 1. Airflow = continuous awareness systems 2. Bubbles = human states of coherence 3. Stabilization = proactive alignment with technological acceleration.
This is the bottom-up approach—engineering real-time systems that regulate awareness before drift manifests.
⚖️ The Dual Alignment Strategy The paper proposes alignment as a two-point challenge: 1. Top-down frameworks → necessary but insufficient. 2. Bottom-up deployment science → real-time shaping of awareness, coherence, and adaptive intelligence.
Together, they close the “drift gap”—the widening distance between human cognition and accelerating AI capabilities.
🛠️ Practical Contributions 1. Drift Index → a measure to track shifts in awareness. 2. Coherence Metrics → quantify alignment at individual and collective levels. 3. Skill & Intelligence Mapping → operationalize human adaptability.
🌍 Why This Matters The implication is clear: top-down bubble chasing will never keep pace with AGI alignment. It reacts too late.
Only bottom-up airflow regulation can proactively close the Drift Index gap—stabilizing human awareness at the source and creating the conditions for true human–AGI co-alignment.
📢 The Call The Two Point Singularity is not just a theory—it’s an invitation. To policymakers, AI researchers, and consultants: rethink alignment as both a governance problem and a human systems problem.
The choice is stark: remain trapped in chaotic drift, or build the infrastructures that stabilize awareness before it bursts.
The Two Point Singularity: A New Lens on AGI Alignment
The Challenge:
AGI alignment is one of the most complex puzzles humanity faces. How do we ensure that superintelligent systems act in ways aligned with human values, when even we struggle to maintain coherence across cultures, societies, and individuals?
🔍 The Bubble Problem
Imagine a child blowing bubbles. Each bubble is a state of human awareness—drifting, colliding, bursting chaotically.
Now picture policymakers, consultants, or AI labs trying to arrange those bubbles mid-air. They form too quickly, move unpredictably, and pop before you can stabilize them.
👉 This is the top-down approach to alignment: policies, regulations, governance frameworks chasing drift after it emerges. It’s reactive, fragmented, and always behind the curve.
🌬️ The Airflow Shift
The Two Point Singularity introduces a different perspective: focus not on the bubbles, but on the airflow that creates them.
1. Airflow = continuous awareness systems
2. Bubbles = human states of coherence
3. Stabilization = proactive alignment with technological acceleration.
This is the bottom-up approach—engineering real-time systems that regulate awareness before drift manifests.
⚖️ The Dual Alignment Strategy
The paper proposes alignment as a two-point challenge:
1. Top-down frameworks → necessary but insufficient.
2. Bottom-up deployment science → real-time shaping of awareness, coherence, and adaptive intelligence.
Together, they close the “drift gap”—the widening distance between human cognition and accelerating AI capabilities.
🛠️ Practical Contributions
1. Drift Index → a measure to track shifts in awareness.
2. Coherence Metrics → quantify alignment at individual and collective levels.
3. Skill & Intelligence Mapping → operationalize human adaptability.
🌍 Why This Matters
The implication is clear: top-down bubble chasing will never keep pace with AGI alignment. It reacts too late.
Only bottom-up airflow regulation can proactively close the Drift Index gap—stabilizing human awareness at the source and creating the conditions for true human–AGI co-alignment.
📢 The Call
The Two Point Singularity is not just a theory—it’s an invitation. To policymakers, AI researchers, and consultants: rethink alignment as both a governance problem and a human systems problem.
The choice is stark: remain trapped in chaotic drift, or build the infrastructures that stabilize awareness before it bursts.
🔗 Full whitepaper: https://​​lnkd.in/​​dx_v8HTb