Artificial General Intelligence and Superintelligence: Capability Thresholds and Definitions

IntermediateFree5 modules · 15 lessons

About this course

Precise, usable working definitions for Artificial General Intelligence (AGI) and Artificial Superintelligence (ASI) as capability thresholds on a continuum, for a leadership audience. Covers the digital superintelligence framing, the genuine expert disagreement over rapid versus gradual transitions, proposed precursor signals and their honest limits, the contested timeline landscape presented by school of thought rather than as settled fact, and how this vocabulary connects to the catalogue's existing risk scenario and executive debate courses without repeating them.

What you'll learn

Foundations and Scope

Why This Course Exists, and What It Deliberately Does Not Cover
Defining Artificial General Intelligence
Defining Artificial Superintelligence and the Boundary Above AGI

The Capability Continuum and Transition Dynamics

Thresholds as Points on a Continuum, Not a Single Event
The Rapid Transition and Gradual Transition Schools of Thought
Bridging to This Catalogue's Existing Vocabulary on Highest-Autonomy Systems

Precursor Signals and Their Limits

Broad Transfer Across Task Domains as a Proposed Signal
Autonomous Multi-Step Planning Over Long Horizons as a Proposed Signal
Why Precursor Signals Are Unreliable Predictors, and the Benchmark Overfitting Problem

01Foundations and Scope3 lessons

Why This Course Exists, and What It Deliberately Does Not Cover
Defining Artificial General Intelligence
Defining Artificial Superintelligence and the Boundary Above AGI

02The Capability Continuum and Transition Dynamics3 lessons

Common questions

How much does Safeguard Academy cost?

Nothing. Every course, exam, and certificate on the catalog is free — including retakes. All you need is a free Safeguard account.

What are the prerequisites?

None. The flagship course, Safeguard Certified Practitioner, is a beginner-level course — basic familiarity with how software is built helps, but every exam question is answerable from the lessons themselves.

The Contested Timeline Landscape

Schools of Thought on Artificial General Intelligence Timelines
Schools of Thought on the Artificial General Intelligence to Artificial Superintelligence Gap
Why Reasonable People Disagree: Epistemic Humility as a Planning Constraint

From Definitions to Operational Vocabulary

Why Shared Vocabulary Matters Before a Threshold Is Reached
Recognizing Loose Capability Language in Vendor Pitches and Media Reports
Closing the Loop: What Comes Next in This Catalogue

Thresholds as Points on a Continuum, Not a Single Event

The Rapid Transition and Gradual Transition Schools of Thought

Bridging to This Catalogue's Existing Vocabulary on Highest-Autonomy Systems

03Precursor Signals and Their Limits3 lessons

Broad Transfer Across Task Domains as a Proposed Signal
Autonomous Multi-Step Planning Over Long Horizons as a Proposed Signal
Why Precursor Signals Are Unreliable Predictors, and the Benchmark Overfitting Problem

04The Contested Timeline Landscape3 lessons

Schools of Thought on Artificial General Intelligence Timelines
Schools of Thought on the Artificial General Intelligence to Artificial Superintelligence Gap
Why Reasonable People Disagree: Epistemic Humility as a Planning Constraint

05From Definitions to Operational Vocabulary3 lessons

Why Shared Vocabulary Matters Before a Threshold Is Reached
Recognizing Loose Capability Language in Vendor Pitches and Media Reports
Closing the Loop: What Comes Next in This Catalogue

What happens if I fail the exam?

You can retake it after a 24-hour cooldown, as many times as you need. Retakes are free, and each attempt draws a fresh random set of questions.

How long is a certificate valid?

The Safeguard Certified Practitioner credential is valid for 24 months from issue. The expiry date is printed on the certificate and shown live on its public verification page. Renewing means passing the current exam again.