Shared knowledge that humans and agents build and run together
The race for agent memory is on
Andrej Karpathy
Eureka Labs · ex-OpenAI, Tesla
"A large fraction of my recent token throughput is going less into manipulating code, and more into manipulating knowledge."
"I think there is room here for an incredible new product."
karpathy/llm-wiki
20.6M views
400K words
5,000+ forks
Built for researchers and developers
Garry Tan
President & CEO, Y Combinator
"Memory is markdown. Skills are markdown. Brain is a git repo."
"The future belongs to individuals who build compounding AI systems."
garrytan/gbrain
17,430 stars
17,888 pages
2,393 forks
Built for tech founders and CEOs
Meta Researchers
Meta AI
"Each new AI conversation starts cold: the same explanations, the same links, the same ten minutes of context-setting before any real work begins."
"Composability creates more value than features."
meta/second-brain
63,000 installs
60,000 adopters
10,000 DAU
Built for internal enterprise use
Tom Blomfield
Group Partner, Y Combinator
"Every company in the world is going to need a new primitive: a living map of how the company works that turns its own artifacts into an executable skills file for AI."
Diana Hu
Group Partner, Y Combinator
"AI should not be a tool your company just uses. It should be the operating system your company runs on."
The category is being named
But everyone is doing it wrong
Everyone else
KAOS
Everyone elseBet on agents
KAOSBet on humans
Everyone elseAutomating humans away
KAOSNew capabilities for human teams, not agents
Everyone elseReducing the friction of thinking
KAOSOrganizing shared understanding is a job humans must do themselves
Everyone else“Claude Code wrappers”
KAOSA substrate for both humans and agents to work together
Everyone elseHelpful personal assistants
KAOSSpecialist agents: contributing, maintaining, disagreeing, pushing back
Everyone elseSingle-player
KAOSMultiplayer
What even is a knowledge base? A bunch of massive dead files which even creators won't read?.. We need a live substrate for it, with a queryable, programmable, and malleable interface, for both humans and their agents to engage, operate, and maintain the same shared context (i.e. knowledge).
— Ilya, co-founder at Cyborgs
The tools you know, reborn as capabilities
Today
Modules, PDFs, quizzes, gradebooks
Content delivered to individuals
The forum nobody reads is the tell
AI bolted on top
A tutor that personalizes the feed
Faster consumption, same shape
One learner absorbing material
KAOS
A cohort does real work in a shared workspace
They grow an artifact as they go
The team that emerges is the goal; agents are members
none of these is a separate tool, each is a shape the same shared memory can take in KAOS
installable capabilities
the same data source
Queryable
Your knowledge has a real structure of connections. A query follows that structure, instead of guessing from text that happens to look similar.
Programmable
Components can reference other components, and a reference can carry an instruction. When read, it resolves to its source and runs that instruction, so the document is part written, part computed.
Malleable
Nothing is frozen. You can edit the content, then the structure that organizes it, then the representation of the app itself.
Agent-memory space and our place in it
authored and maintained by human + agent
knowledge lives in the database
Notion
Fibery
Tana
Letta
Zep
Mem0
Wato
Cognee
Supermemory
Sentra
LLM wiki
gbrain
RAG
KAOS
knowledge lives in the structured markdown
inferred by agent automatically
KAOS is being built right now
>build the KAOS app, a company brain for AI-native teams
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Humans and agents, on the same shared memory. Get early access as we build it.