Generative AI Fundamentals Map

Map/Trust and governance/Wave 9

Rollback

Undoing or voiding what an agent did.

capabilityEmerging Open on the map →

Facts

Lane: Trust and governance
Wave: 9 of 12 (build order, not a date)
Needs: 17 boxes all the way back through hard links
Unlocks: 0 boxes downstream through hard links
Leverage: None
Cluster: Trust plumbing and the agent economy

Evidence as of October 2026

Chan et al. list rollbacks as part of the "response" layer, alongside incident reporting.

01Infrastructure for AI Agents (Chan et al.)

Around it

Needs · 1

Audit and attributioncapability · Emerging

Unlocks · 3

Agent-native organisationsstage · Emerging · helps, not required
Embodied agentsstage · Emerging · helps, not required
Institutions for agent societiescapability · 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

Openings researchers' judgement, October 2026 scouting

Startup room 66/100 · rank 10 of 124 Research room 44/100 · rank 84 of 124

Crowding2 Lab overlap3 Small-team fit4 Buyer today4 Research openness3

Depth: light
Players: Rubrik Agent Rewind; backup, snapshot and branching-database vendors
Wedge: Undo for agent actions including compensating actions (sagas) for side effects outside the system: emails, payments, API calls. startup