Generative AI Fundamentals Map

Map/Agents and organisations/Wave 6

Persistent memory

What an agent carries between sessions, and what it safely forgets.

capabilityEmerging Open on the map →

Facts

Lane: Agents and organisations
Wave: 6 of 12 (build order, not a date)
Needs: 1 boxes all the way back through hard links
Unlocks: 11 boxes downstream through hard links
Leverage: 2.1 points · stands in the way of 8 of 53 stages · rank 4 of 57
Cluster: Agents at work

Evidence as of October 2026

Today’s memory is files, retrieval and summaries kept outside a frozen model.

01Are we in a continual learning overhang? (LessWrong, Jan 2026)

Around it

Needs · 1

Context engineeringcapability · Built today

Unlocks · 9

Knowledge-rich agentsstage · Emerging
Correction propagationcapability · Emerging
Intent interfacescapability · Speculative
Personal knowledge portabilitycapability · Speculative
Drop-in remote workerstage · Speculative
Always-on background agentsstage · Emerging
AI companionsstage · Emerging · helps, not required
AI tutoring at scalestage · Emerging · helps, not required
Multi-agent coordinationcapability · Emerging · helps, not required

Loops and off-ramps

Company knowledge loopreinforcing loop
Flattery and engagementharmful loop

Openings researchers' judgement, October 2026 scouting

Startup room 64/100 · rank 11 of 124 Research room 72/100 · rank 5 of 124

Crowding5 Lab overlap5 Small-team fit3 Buyer today3 Research openness4

Depth: deep
Players: Mem0 ($24m); Engram ($98m); Cognee ($7.5m); Zep; Letta; AWS, Google, Microsoft, OpenAI, Anthropic memory services
Wedge: Provable forgetting: deletion and lineage that cascade to every derived memory, with GDPR evidence; plus task-scored memory evaluation and compiling remembered preferences into runtime checks. startup