HGI - why am I only hearing this now? And why "General" is never a default.

In AI talk, HGI isn't a single, standardized term. It's an overloaded acronym that shows up in different circles with different meanings:

  • Human General Intelligence: what humans do across domains, often used as a contrast to "AGI".
  • Human-Guided Intelligence: a governance/operations framing - systems that stay under explicit human responsibility.
  • Human-Game Interaction: a research track in games/HCI.

So the "why now" is simple: if a term isn't canonical, it won't live in the common vocabulary. It resurfaces when a community (or a vendor) reuses it.

Here's the deeper issue: "General" is not a default. It's a scope claim.

Scope must name its reference class.

On Earth, intelligence is plural.

Different forms of life solve different "general" problems - differently.

So "general" without a declared scope is not a property; it's a slogan.

My explicit bridge: what many people try to label as "human-guided" is already captured, operationally, by c = a + b:

a = the accountable human anchor, b = procedures/models.

Not "autonomous by slogan", but bounded by identity, auditable privileges, and a tamper-evident trail.

Cybernetics (Ashby): one acronym can't carry multiple control regimes without ambiguity.

Information theory (Cover/Thomas): a label with high ambiguity has low signal.

Saying "HGI" without definition is like saying "USB" without the connector and spec.

You'll buy the wrong cable - and reality will enforce the standard for you.