AI research by Polarity Lab
POLARITY ALGORITHM
Your whole life is the thread.
Ground before the reply.
The journey
Landing → your tools → your life → sign out
Flagship demo (video): sign in on Cosmos, open your agent, pick up the thread, work across domains, return for the paths ahead.
- 01
Sign in
LiveCreate an account. Cosmos is the home base, not another chat window.
- 02
Open where you work
Building towardFrom the dashboard, click Cursor (or Claude, or ChatGPT). One link, no config scavenger hunt.
- 03
Pick up the thread
Building towardA new chat opens already briefed: where you left off, what is due, your heading. Same ground in any repo.
- 04
Work in your domains
PartialStudy something new. Plan the week. Sketch a money move. Each session captures what should survive.
- 05
Return to the mirror
PartialBack on the web app: drift, week grid, and a plain-language read of where your life is heading.
- 06
See the paths ahead
Building towardProbable, preferred, plausible, possible: four futures in text. Tap one for next steps. Save the paths you want to commit to.
- 07
Sign out
LiveYour graph stays at your account. The agent forgets the window. Cosmos does not.
Domains in one session
Learning something new · Planning your week · Financial planning · Studying for a deadline
Ground before the reply
Cosmos is a personal memory graph from Polarity Lab. You connect apps you already use. Any AI agent can read it through MCP before it replies.
When the work is life-shaped, spanning sessions and apps, agents need that ground. For one-off stateless tasks, any good agent is enough.
The loop
- 01
Briefing
What matters this session, pulled from your graph instead of re-derived from scratch.
- 02
Path
Where you are headed, read before advice lands.
- 03
Query
Search across your life, cross-domain and semantic.
- 04
Capture
Durable decisions survive the chat. The graph updates.
- 05
Recall
What is fading surfaces when review is due, on your curve.
Domain walkthroughs
Five synthetic scripts zoom in on one domain each. The flagship demo is the journey above, recorded end to end on Cosmos.
When it matters
Cosmos helps
- · Multi-session goals, drift, and scheduled review
- · Cross-app context (mail, calendar, agents, maps)
- · Declared path versus actual behavior
- · Shared chronicles with inspectable sources
Skip for now
- · One-off code snippets or translations
- · Stateless brainstorming
- · Tasks with no link to your trajectory
- · Ephemeral chat with no need to remember