Generative AI Fundamentals Map

Map/Interfaces and society/Wave 10

Civilisation-scale knowledge

A shared, self-correcting record of what a society knows, with provenance on every claim.

stageSpeculative Open on the map →

Facts

Lane: Interfaces and society
Wave: 10 of 12 (build order, not a date)
Needs: 22 boxes all the way back through hard links
Unlocks: 3 boxes downstream through hard links
Leverage: 0.2 points · stands in the way of 3 of 53 stages · rank 34 of 57
Cluster: Trust plumbing and the agent economy
When: Sourced forecast: 2045

Evidence as of October 2026

Timeline note
No forecast found.

Around it

Needs · 5

Legitimate governancecapability · Speculative
Audit and attributioncapability · Emerging
Healthy information ecosystemcapability · Speculative
Agent economiesstage · Speculative · helps, not required
Agent-run discoverystage · Emerging · helps, not required

Unlocks · 1

Human-agent symbiosisstage · Speculative

Loops and off-ramps

Capex pullbackoff-ramp · cut off
Taiwan chip disruptionoff-ramp · cut off
Power shortfalloff-ramp · cut off
Capability plateauoff-ramp · cut off
Training data ruled outoff-ramp · cut off
Incident-driven haltoff-ramp · slowed
Misuse catastropheoff-ramp · slowed
Alignment failure in deploymentoff-ramp · slowed
Public backlashoff-ramp · slowed

Openings researchers' judgement, October 2026 scouting

Startup room 39/100 · rank 64 of 124 Research room 66/100 · rank 12 of 124

Crowding2 Lab overlap3 Small-team fit3 Buyer today1 Research openness5

Depth: light
Players: Wikimedia (Enterprise); Open Future
Wedge: Funding and maintenance models for knowledge commons when AI absorbs the traffic. research

01TechCrunch: Wikipedia traffic falling