Human-agent symbiosis

People steer a vast search process. Judgement, taste and values are the scarce inputs.

Facts

Lane: Interfaces and society
Wave: 11 of 12 (build order, not a date)
Needs: 27 boxes all the way back through hard links
Unlocks: 2 boxes downstream through hard links
Leverage: 0.1 points · stands in the way of 2 of 53 stages · rank 49 of 57
Cluster: Trust plumbing and the agent economy
When: Sourced forecast: 2045

Evidence as of October 2026

Gradual Disempowerment warns the default runs the other way: as AI replaces human labour, economies, cultures and states lose their reasons to stay aligned with people.

01Gradual Disempowerment (Kulveit et al.)

Watch
Labour share of income. How far institutions still depend on public consent.

Timeline note
No forecast found.

Around it

Needs · 5

Civilisation-scale knowledgestage · Speculative
Intent interfacescapability · Speculative
Human influence preservedcapability · Speculative
Agents designing agentsstage · Speculative · helps, not required
Model welfare and moral statuscapability · Speculative · helps, not required

Unlocks · 2

Extended mindstage · Speculative
Choosing the objectivestage · Speculative

Loops and off-ramps

Gradual disempowermentharmful loop
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 38/100 · rank 74 of 124 Research room 55/100 · rank 45 of 124

Crowding2 Lab overlap3 Small-team fit3 Buyer today1 Research openness4

Depth: light
Players: ACM CI 2026; HCOMP; CMU Tepper; UCF SYMBIOSIS; Kyndryl
Wedge: Research on human-AI teams that beat the better of human or AI alone. research

01CMU: human-AI team framework