Generative AI Fundamentals Map

Map/Lane 9 · cross-cutting

Trust and governance

Security, rights, liability and oversight that every branch needs. It cuts across the others.

21 boxes · 0 built · 11 emerging · 10 speculative · Open on the map →

Wave 4

Age assurance and wellbeing safeguardscapability · Emerging

Wave 6

Agent identity and permissionscapability · Emerging

Wave 7

Content provenancecapability · Emerging
Regulationcapability · Emerging

Wave 8

AGI declaredcapability · Speculative
Prompt-injection resistancecapability · Emerging
Audit and attributioncapability · Emerging

Wave 9

Rollbackcapability · Emerging
Reputation and credentialscapability · Speculative
Proof of personhoodcapability · Speculative
Biosecurity safeguardscapability · Emerging
Liability and insurancecapability · Emerging
Legitimate governancecapability · Speculative

Wave 10

Alignmentcapability · Emerging
Model welfare and moral statuscapability · Speculative
Human influence preservedcapability · Speculative
Long-horizon value stabilitycapability · Speculative
Internal deployment oversightcapability · Emerging

Wave 11

Personal knowledge portabilitycapability · Speculative

Wave 12

Choosing the objectivestage · Speculative

Brakes in this lane

AI-enabled power concentrationbrake · Speculative

Best openings researchers' judgement

Startup room

Audit and attributioncapability · Emerging · 69/100
Rollbackcapability · Emerging · 66/100
Personal knowledge portabilitycapability · Speculative · 58/100
Agent identity and permissionscapability · Emerging · 57/100
Liability and insurancecapability · Emerging · 57/100

Research room

Legitimate governancecapability · Speculative · 69/100
Human influence preservedcapability · Speculative · 69/100
Long-horizon value stabilitycapability · Speculative · 67/100
Audit and attributioncapability · Emerging · 64/100
Model welfare and moral statuscapability · Speculative · 61/100