AI-NATIVE
MEMORY

AI-NATIVE MEMORY

Honcho is state of the art memory about users and agents, plus superhuman social cognition.

Remember everything, so you can reason about anything.

$ pip install honcho-ai
Honcho effortlessly maps the personal identity of humans and agents to engineer optimal context whenever your app needs it.

User & Agent Modeling

Personal Memory for any Peer

Honcho builds memory for both your agent's human users and any AI systems it interacts with. It works with single to multi-human/agent systems. Every entity is a Peer Honcho can reason about to build rich memory.

[Peer Dynamics]
Sessions
Peers
Messages
Inference
[Identity Formation]
[Explicit Reasoning]
[Predictive Reasoning]
[Basic]
Can you help me debug this Python error?
Of course! Please share the error message.
Here's the traceback...
session.get_context()
Context from the last 10 messages
[CHAT QUERY]
bob
I love cooking Italian food
alice
What's your favorite dish to make?
bob
Definitely homemade pasta
alice.chat("What do we know about Bob?", { stream: true })
Streaming dialectic response

An agent's outputs are only as good as the context at their disposal.

Use Honcho to deliver hyper-personalized experiences, model users and agents, and get context on-demand.

AI COMPANIONS
CODING AGENT
EDUCATION
GAMING
HEALTH
TRAVEL
SUPPORT
SOCIAL
PRODUCTIVITY
FINANCE
ECOMMERCE
CONTENT DISCOVERY
AI COMPANIONS
CODING AGENT
EDUCATION
GAMING
HEALTH
TRAVEL
SUPPORT
SOCIAL
PRODUCTIVITY
FINANCE
ECOMMERCE
CONTENT DISCOVERY
AI COMPANIONS
CODING AGENT
EDUCATION
GAMING
HEALTH
TRAVEL
SUPPORT
SOCIAL
PRODUCTIVITY
FINANCE
ECOMMERCE
CONTENT DISCOVERY
AI COMPANIONS
CODING AGENT
EDUCATION
GAMING
HEALTH
TRAVEL
SUPPORT
SOCIAL
PRODUCTIVITY
FINANCE
ECOMMERCE
CONTENT DISCOVERY
AI COMPANIONS
CODING AGENT
EDUCATION
GAMING
HEALTH
TRAVEL
SUPPORT
SOCIAL
PRODUCTIVITY
FINANCE
ECOMMERCE
CONTENT DISCOVERY
AI COMPANIONS
CODING AGENT
EDUCATION
GAMING
HEALTH
TRAVEL
SUPPORT
SOCIAL
PRODUCTIVITY
FINANCE
ECOMMERCE
CONTENT DISCOVERY
AI COMPANIONS
CODING AGENT
EDUCATION
GAMING
HEALTH
TRAVEL
SUPPORT
SOCIAL
PRODUCTIVITY
FINANCE
ECOMMERCE
CONTENT DISCOVERY
>AI COMPANIONS

Sticky, longterm relationships that understand user needs deeply.

Create AI that grok user psychology, track emotional arcs, craft shared experiences, and build authentic understanding over months and years. Enable companions to cohere to individual users by tracking subtle changes in mood, behavior, and life circumstances while scaling natural-feeling social experiences across multiple agents that coordinate seamlessly.

Transcend Memory

Have questions? Need help getting started? Want to embed IRL in our office?

HONCHO API ACCESS

Messages + Reasoning$0.002
First 50,000 free per month
Effortless ingestion, peer reasoning, self-improvement, & auto-summarization
Search & Get_Context$0.00
Unlimited free retrieval
Perfect working memory, best for most use cases
Dialectic Queries$0.07
First 1000 free per month
Custom global reasoning for complex context synthesis
GET STARTED