Generative AI Fundamentals Map

Map/Software/Wave 8

Software that maintains itself

Codebases that agents keep patched, upgraded and secure with little human work.

stageSpeculative Open on the map →

Facts

Lane: Software
Wave: 8 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: Agents at work
When: Researcher estimate: 2028 to 2035

Evidence as of October 2026

Timeline note
My estimate, following coding agents and AI cyber defence.

Around it

Needs · 4

Coding agents as productsstage · Built today
Code review at scalecapability · Emerging
AI cyber defencecapability · Emerging · helps, not required
Continual-learning agentsstage · Emerging · helps, not required

Unlocks · 0

Nothing further on the map.

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
Misuse catastropheoff-ramp · slowed

Openings researchers' judgement, October 2026 scouting

Startup room 44/100 · rank 50 of 124 Research room 35/100 · rank 107 of 124

Crowding4 Lab overlap5 Small-team fit3 Buyer today4 Research openness3

Depth: light
Players: PlayerZero ($20m A); Autoheal ($7.9m); AppFactor ($4m); LogicStar ($3m); Grit; lab coding agents
Wedge: Trust and verification of unattended fixes; differentiation against lab agents is hard. startup

01TNW: Autoheal $7.9m