AI for better thinking loops
Your AI should remember what you avoid.
Your AI keeps context alive between sessions. It knows your patterns, calls out your drift, and tracks what you said you’d do.
Read the thesis
Thinking Loops
See the bigger picture: proof, method, and the full editorial argument behind Symbiotic.
The video was never recorded. The project was reorganized 3 times.
I'll record the video tomorrow. I just need to prepare a bit more.
You've said "tomorrow" 12 times across sessions. Here's the data: Jan 6: "tomorrow I will post it" Jan 9: "I will record tomorrow" — never recorded Jan 26: "tomorrow I will ship" Feb 14: "tomorrow I will record" — still not recorded The script is done. Camera's there. Why not in the next 30 minutes?
...you're right. Recording now.
The video was recorded that day. It got 29K views.
Real data from 878 sessions. Read the full analysis
How it works
The 4-File System
Your agent reads these at the start of every session. Personality stays stable. Tasks update in real-time. Just markdown.
SOUL and USER rarely change. NOW changes every session. Separation means the agent never forgets your personality even as your tasks evolve.
Try it now
Experience it in 2 minutes
Pick an archetype, chat for 2 minutes, and get a usable symbiotic workspace with your own Today, Commitments, and exportable files.
Try the demo
Pick an archetype, start chatting, watch the workspace fill itself in.
Create your profile
Answer 8 scenarios. Get all 4 files personalized to how you think and work.
Discovery profiles generate locally and download to your device. The workspace demo sends messages to our API to respond.
Set it up
Works everywhere.
Claude Code / opencode
Full 4-file system with skills and commands
curl -fsSL https://raw.githubusercontent.com/lout33/symbiotic-ai/main/install.sh | bash Any AI Platform
No install needed. 2 minutes.
Paste instructions into ChatGPT, Claude web, or Gemini. Same philosophy, zero setup.
View all platform guides →Pick an archetype, chat for 2 minutes, and get a usable workspace.
Go deeper
Why this works
I have been using your project for more than a month already. It’s my day to day go-to to keep track of things, personal and professional.