Your company's memory, finally connected.
Continuum turns the conversations, documents, and decisions scattered across your tools into one temporal, evidence-backed model of what's true right now — and what changed.
One memory, under everything.
Continuum ingests the tools your team already uses, resolves them into a single canonical model of company state, and exposes that state through a query API, a knowledge graph, and MCP — all reading the same source of truth.
Your workplace
Slack
Gmail
Linear
GitHub
Drive
Notion+ any source with an API
Continuum
Extraction
Every message, email, and commit becomes an immutable, timestamped artifact.
Entity Resolution
@priya, priya-dev and Priya S. collapse into one canonical identity.
Temporal State
Ownership and status changes are tracked with validity intervals — past and present.
Conflict & Evidence
Contradictions are surfaced, not hidden. Every answer keeps its source.
From raw chatter to resolved truth.
A strict separation of layers keeps every answer deterministic and traceable — no opaque guesses, no black box.
Ingest
Messages, emails, commits, and tickets stream in and become immutable, timestamped artifacts.
Slack message@priya can take over the API migration
10:42 AM
Gmail threadRe: API migration — sounds good, let's move forward.
9:11 AM
GitHub commitfeat(api): transfer ownership to Priya
Yesterday
Linear issueAPI migration ownership
2 days ago
Immutable, timestamped artifact
Quoted history and duplicates handled.
Understand
Handles resolve to canonical people and accounts. Atomic claims are extracted with validity intervals, so state has a past and a present.
@priya
priya-dev
Priya S.
p.sharma
Priya Sharma
Canonical person
Claim
Priya Sharma owns the API migration
Source
Remember
The graph resolves current state, keeps every transition, flags contradictions, and hands back answers with the evidence still attached.
Morgan
Jul – Aug 5
Priya
Aug 5 – now
Contradiction detected
Slack says Priya owns it
Email says Morgan owns it
The resolution pipeline
01
Raw message
02
Canonical artifact
03
Atomic claim
04
Resolved entity
05
Company state
Every answer is traceable to the original evidence.
We filter the noise out of everything you know.
Millions of raw signals stream across your tools. Continuum narrows them — deduping, resolving identities, bounding claims in time — until what's left is one grounded, current answer.
Dedupe
Quoted email history and reposted messages collapse to a single artifact.
Resolve
Aliases across tools converge onto one canonical person, account, or project.
Bound in time
Each claim gets a validity interval, so state has a past and a present.
Ground
What survives is one answer — with the original evidence still attached.
SlackGmailLinearGitHubDriveNotion
Jira
Confluence
Teams
Zoom
Asana
Salesforce
Dropbox
ZendeskWorks with your entire stack
Native Slack + Gmail today. Everything else flows in through the same API and MCP layer.
Bring your workplace.
We'll remember all of it.
Point Continuum at the tools your company runs on — Slack, Gmail, or anything with an API — and every message, decision, and handoff flows into one temporal memory.
Connect any source
No lock-in to a single chat tool. Each connector normalizes into the same canonical model, so Slack and Gmail converge on one answer — with the original evidence attached.
View connectors
One MCP endpoint, 1B+ documents
Agents and copilots talk to Continuum over MCP — an adapter over the same canonical query layer, never a second brain. A purpose-built harness around HydraDB is engineered to query across 1B+ targeted documents without losing provenance.
Explore the MCP layer