Generative AI Fundamentals Map

Map/Physical world/Wave 11

Long-latency civilisation

Agents act for years with no real-time sync or oversight.

stageSpeculative Open on the map →

Facts

Lane: Physical world
Wave: 11 of 12 (build order, not a date)
Needs: 31 boxes all the way back through hard links
Unlocks: 0 boxes downstream through hard links
Leverage: None
Cluster: Oversight and alignment
When: Sourced forecast: 2045

Evidence as of October 2026

Timeline note
No forecast found.

Around it

Needs · 4

Embodied agentsstage · Emerging
Agents designing agentsstage · Speculative
Long-horizon value stabilitycapability · Speculative
Divergent-copy reconciliationcapability · Speculative · helps, not required

Unlocks · 1

Choosing the objectivestage · Speculative · helps, not required

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 · slowed
Incident-driven haltoff-ramp · slowed
Misuse catastropheoff-ramp · slowed
Alignment failure in deploymentoff-ramp · cut off
Public backlashoff-ramp · slowed

Openings researchers' judgement, October 2026 scouting

Startup room 39/100 · rank 66 of 124 Research room 66/100 · rank 14 of 124

Crowding1 Lab overlap3 Small-team fit3 Buyer today1 Research openness5

Depth: light
Players: METR (time horizons); frontier-lab long-horizon agent teams; no startups found
Wedge: Reliability, monitoring and oversight for agents that run for weeks or months; near-term commercial proxy is long-running agent monitoring. research