The agent that
remembers everyone
you have met.

It reads the archive you already own, builds the graph, and drafts the follow-up inside the thread where the promise was made.

Slack agent Web app Working today

The problem

You have met
a thousand people.
You remember twenty.

01The list 1 000+ connectionsA directory. Not a memory.

02The history Years of messagesSearchable by keyword — not by what it meant.

03The path Someone in there can introduce youYou have no idea who.

04The decay By the time you need themEight months of silence.

The network is already yours. It just isn’t retrievable at the moment it matters.

Maya HaddadCRYPTO PM · 6 YEARS · 3 WEEKS IN DUBAI

You

Marta

Fatima 85 CONTACTS · ONE WARM PATH · TWO HOPS

You already know
someone there.

You just don't
remember.

01 · Import

LINKEDIN DATA EXPORT · NOTHING SCRAPED

Feed it what you already own.

01

Unzip & parse CONNECTIONS.CSV · MESSAGES.CSV

02

Rebuild the graph WHO · WHEN · HOW OFTEN

03

Embed every message OPENROUTER · TEXT-EMBEDDING-3-SMALL

→

A searchable network NO API · NO SECOND PERMISSION

NEXT SOURCES · DESIGNED, NOT BUILT

GmailWhatsAppTelegram contacts

Same shape every time: an archive the user already owns, exported by them — never scraped.

OUT OF ONE ZIP

85CONTACTS1 240MESSAGES1 536DIMENSIONS

02 · Graph

Your network, finally visible.

Hot inside, gone cold outside. Nobody had to maintain it.

03 · Ask

THE WEB APP'S OWN CHAT · GRAPH + SEMANTIC SEARCH

Ask Career Brain GRAPH + MESSAGES MAYA HADDAD · 85 CONTACTS

Who do I know in crypto product in Dubai?

CB

Three people, ranked by how warm the path is — and what you last said to them.

01

Fatima Nour PARTNER @ MERIDIAN WEB3

Met at TOKEN2049. She asked what you were building — you never replied.

YOUMARTAFATIMAWARM PATH · 2 HOPS

94MATCH

02

Raj Patel HEAD OF PRODUCT @ NORTHWIND

Asked about your roadmap doc in March. Silent since.

YOURAJDIRECT · GOING COLD

81MATCH

03

Lin Zhou PRINCIPAL @ DUBAIPROP

Two mutual intros, never actually met.

YOUKENLINSECOND DEGREE

74MATCH

Draft an intro ask to MartaWhy is Raj going cold?Send to Slack

+ Ask about your network… ↑

Every line is a message it can point at — the graph gives the who and when, the index gives the what.

The client journey

EVERY STEP IS A REAL SCREEN

From an export they already own — to a record the team can see.

01WEB APP

Import

Drop the LinkedIn export. Connections, messages, embedded.

02WEB APP

Ask

“Who do I know in crypto product in Dubai?” — ranked, with the route.

03SLACK

Catch

A mention in the thread. It reads what was said and looks up the rest.

04SLACK

Draft

It writes the message and stops. The button does not say Send.

05AMBIGUOUS

File

Approve → contact, activity and task in the workspace.

HUMAN CLICK

What it learns in the thread goes back into the graph

One agent · five tools · two surfaces The outreach itself is sent by the human, on LinkedIn.

Architecture

MAPPED FROM THE ID AGENT · GLM OPS STACK

One agent, many tools —
around one memory.

LIVE IN CAREER BRAIN TODAY RUNNING IN ID AGENT · 23 CLIENTS DESIGNED, NOT BUILT

What ships today is one agent with a toolset — not twenty. It reads the thread, queries the graph, searches the web on the mention, drafts, and files. One agent, five tools, two surfaces.

The six groups on the ring are the target shape, taken one-to-one from the stack that already runs for twenty-three clients. Outreach is the group that ships here, because it is the only one that writes the graph — the other five read it.

THE ONE AGENT'S TOOLS read_threadlookup_networksearch_web propose_followupfile_to_workspace

RUNTIME · EACH WITH A JOB

OpenAIREADS · CLASSIFIES · DRAFTS

CopilotKitCHANNELS + REACT

AmbiguousTHE RECORD · MCP

ExaWHO THEY ARE · SOURCES

OpenRouterEMBEDS EVERY MESSAGE

Human gateNOTHING LEAVES WITHOUT A CLICK

Target architecture

ID AGENT · GLM OPS — RUNNING TODAY

The machine Career Brain plugs into.

20AGENTS6GROUPS30+SOURCES 856MCP TOOLS5SURFACES

01Sources30+ CONNECTORS

Public APIsHIMALAYAS · REMOTEOK · ADZUNA · HH
Scrape where there is no APIFIRECRAWL · APIFY · LINKEDIN
Telegram · MTProtoJOB CHANNELS
Relationship graphYOUR OWN ARCHIVE

02Agents20 AGENTS · 6 GROUPS

G17

G22

G33

G44

G52

G62

Outreach ships todayTHE ONLY GROUP THAT WRITES THE GRAPH

CONNECTING NOW · ONE BY ONE

Market analysisDEMAND · SALARY BANDS · SIGNALS

Vacancy hunt30+ SOURCES · SCORED, NOT LISTED

CV & cover letterADAPTED PER ROLE, ON DECISION

Interview & negotiationCOMPANY RESEARCH · MOCK · OFFER

Funnel analyticsWHAT WORKED, WHAT TO CHANGE

03Models & gatesCHECKED, NOT PROMISED

Runner by configGLM · OPENROUTER · CLI
Facts unverified→ REPAIR OR REFUSE
AI style · leaked data→ NEVER REACHES THE CLIENT
The thread agentOPENAI · COPILOTKIT

04StateCLOUDFLARE · SYNC V2

AccessCLIENT SIGNS IN BY EMAIL
Durable ObjectONE PER CLIENT · THE TRUTH
KV mirrorREAD + ROLLBACK
Ambiguous · MCP856 TOOLS · THE SHARED RECORD

05SurfacesWHERE THE HUMAN DECIDES

Client boardCARDS · DECISIONS · FUNNEL
Slack threadTHE AGENT LIVES HERE
Web appIMPORT · GRAPH · ASK
Nothing auto-sendsA HUMAN PRESSES SEND

173TOOLS IN TOOLS/~1000CHECKS 13SCHEDULES6DEPLOY GATES23LIVE CLIENTS

Silence is not an answer. An empty report means there is no report — success has to name itself.

Built on

EACH ONE HAS A JOB AND A NUMBER

Five tools. Five jobs.

READS · CLASSIFIES · DRAFTS

OpenAI

1MODEL CALL PER MENTION

Thread in → signal, card, draft out.

THE SURFACE

CopilotKit

2SURFACES · 1 AGENT

Channels in Slack, React in the web app.

THE RECORD · MCP

Ambiguous

856TOOLS ON THE ENDPOINT

Contact, note, task — as the agent's own identity.

WHO THEY ARE

Exa

3SOURCES PER LOOKUP

Enrichment the thread only named.

THE INDEX

OpenRouter

1 240MESSAGES EMBEDDED

Search by meaning, not by keyword.

LIVE MCP CATALOG VERIFIED TODAY · 856 TOOLS DISCOVERED · NO WRITES MADE NOT USED: AUTH0 · MOZILLA · TRIGGER.DEV — COUNT IS NOT A CRITERION

It lives where
the promise
was made.

Slack + web, working today No email ingestion yet

The agent thatremembers everyoneyou have met.

You have meta thousand people.You remember twenty.