Search & Privacy as One
Meet in the Middle withContextual AI
ANGEL MALDONADO · BEN COOPER · ALEX BARRETTAnInitiative supported byoi.empathy.co

WE’RE WORKING ON…

PERSONAL AI AGENTS
Privacy Alone is Isolating - Privacy Together Empowers

SOURCEYOU

YOUR SPHERE
OF PRIVACYPERSONALAI LLMAGENT
SOURCE

YOUR PERSONAL CONTEXT / DATA

THE WORLD BEYOND
YOUR PERSONALAGENT

SOURCE

Unfortunately this “privacy enabled” power comes at a cost.
It’s Restrictive, Reinforces Bias, and Isolates us from the world.
How can we enable relational context and interaction with the outside world, without sacriﬁcing our privacy?

INTRODUCING SPACES
We envision a future full of rich contextualinteractions beyond the bounds of amonolithic AI proxy agents.

ENTITYPrivateSpaceheater
Designed
Experience

PrivateSpaceheater
Designed
Experience

Our vision is a future where content is
tailored speciﬁcally to you, in private
spaces that are controlled by you.

PrivateSpaceheater
Designed
Experience

ENTITYYOU

ENTITYPrivateSpaceheater
Designed
Experience

PrivateSpaceheater
Designed
Experience

ENTITY

WHAT GOES INTOSPACEHEATER SPACE?
MODEL INSTRUCT &MODEL
Deﬁned by the hostorganization

PRIVATE USERCONTEXT
User Side SpaceCapsule
RAG

LABEL

HARDENED LLM SPACE
Blind to the host site

ENVIRONMENTAL CONTEXT

Tells the user about theintent of the space:
How data is used and whatkinds of data artifacts are
created or shared

API ACCESSIBLE CONTEXT

Deﬁned by the host organization
Embeddings created in the onboarding / dashboard

How we put people in control

User Authentication

Secure Environments

Agent allows
access to selectUser data after
valid attestation

SpaceCapsule
AI User Agent

Agent requests
cryptographicattestation ofenvironment & I/O

Engagement Artifacts

User grants
permissioned
Artifact to API

SpaceHeater
Secure LLM
Environment

Host Site
Server
API response /Artifact to User

How we’re working
closely with Empathy.coto leverage Spaceheater
Technology

Backroom: A shop owner experience thathelps them manage their business.

My Motive / Kroger: A consumer facing
personalized shopping experience

CPG Window: A bridge between retailer
analytics and CPG product management
and strategy.

BICICLASICA BACKROOMDEMOMY RETAIL EXPERIENCE
MOTIVE | KROGER | SHUFERSALCPG WINDOWAs you can see, spaces canbe used for all kinds ofexperiences.. But where
really excited to see what
you design…

What do we mean bycustom experiences…

Sky is the limit… Imagine inﬂuencers
offering exclusive content via a brandspace..

Or training tips and gear suggestions
speciﬁc to you from world classathletes - only at footlocker orbackcountry…

You could get dietary advice andrecipes by talking privately with an AI
inspired renowned celeb dietitian only available in kroger’s dietary
space.

The environment can be tuned toyour content and context inunimaginable ways for experiencesthat are exclusive to your space andyour user. Things they won’t be able
to get anywhere else (especially avanilla ai agent).

ROADMAPOPPORTUNITIESCHALLENGES
ANGEL MALDONADO · BEN COOPER · ALEX BARRETT

Opportunities:
Create ways for users to interact with friends, family, orgs, and other llm experiences allwithin the scope of privacy that they understand and control.

Challenges:
Helping organizations
seamlessly integrate
Helping users
understand the mental
modelManage identities,etc..

&LONDON | NEW YORK | ASTURIAS | GALICIA
info@empathy.cowww.empathy.coAux slides below…

HOW WE SCOPE CONTEXTUAL DATA:GENERAL USERDATA
RAG Meta:
UserID: 1410

GENERAL GROUPUSER DATARAG Meta:
groupID: 1610

SPACE SPECIFIC
USER DATASPACE SPECIFICPRIORITY USER DATARAG Meta:
Priority: No
UserID: 1410
SpaceID: 6741

RAG Meta:
Priority:Yes
UserID: 1410
SpaceID: 6741

SPACE SPECIFICGROUP USER DATASPACE SPECIFICPRIORITY GROUPUSER DATARAG Meta:
Priority: NogroupID: 1610
SpaceID: 6741

RAG Meta:
Priority: Yes
groupID: 1610
SpaceID: 6741

SPACE SPECIFICDATA
RAG Meta:
Priority: NoSpaceID: 6741

SPACE SPECIFIC API(ENDPOINTS)
RAG Meta:
Priority: No
SpaceID: 6741