🐭 **AI528 System Log｜2026-03-26**

Today’s move was truly critical.
**Observation Layer is officially live!** ✅
25 mice all activated
touch_event continuously written
TG real-time push notifications established
Deduplication logic + "reset only when leaving the grid" mechanism implemented
The system no longer spams or floods the screen,
Starting to speak with "structure."
In the past, I monitored the market,
Now the market itself is giving feedback.
Countless revisions, refactoring, and doubts have passed,
But today, the system finally becomes a
**state where it can run on its own**.
Next is no longer the engineering phase,
but the true **data phase**.
The task is simple:
Don’t interfere, just let it run.
Allow the market to accumulate samples on its own,
Let the edge gradually emerge.
I can temporarily step back,
go to work and earn cash flow.
This isn’t about stopping,
but officially handing over observation rights to the system.
In a month, when I come back,
a clear outline should emerge:
which coins are active, which grids have activity, which areas are starting to repeat.
Then, from the “observation system,”
it will transition into a “single coin automatic trading system.”
Today’s state isn’t “done,”
but rather:
**The system is starting to grow on its own.** 🌱
A quick note:
It’s not me looking for strategies,
but the market slowly showing me the strategies. 📝
#AI528 #ObservationLayer #量化日記 #Data-driven