better chart

_dev/notes.md

@@ -31,3 +31,41 @@ how effective is our training? show current loss and accuracy on the chart. also
 
 >> Training
 what are our rewards and penalties in the RL training pipeline? reprt them so we can evaluate them and make sure they are working as expected and do improvements
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+>> clean dashboard
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+initial dash loads 180 historical candles, but then we drop them when we get the live ones. all od them instead of just the last. so in one minute we have a 2 candles chart :)
+use existing checkpoint manager if it;s not too bloated as well. otherwise re-implement  clean one where we keep rotate up to 5 checkpoints - best if we can reliably measure performance, otherwise latest 5
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+### **✅ Trading Integration**
+- [ ] Recent signals show with confidence levels
+- [ ] Manual BUY/SELL buttons work
+- [ ] Executed vs blocked signals displayed
+- [ ] Current position shows correctly
+- [ ] Session P&L updates in real-time
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+### **✅ COB Integration**
+- [ ] System status shows "COB: Active"
+- [ ] ETH/USDT COB data displays
+- [ ] BTC/USDT COB data displays
+- [ ] Order book metrics update
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+### **✅ Training Pipeline**
+- [ ] CNN model status shows "Active"
+- [ ] RL model status shows "Training"
+- [ ] Training metrics update
+- [ ] Model performance data available
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+### **✅ Performance**
+- [ ] Chart updates every second
+- [ ] No flickering or data loss
+- [ ] WebSocket connection stable
+- [ ] Memory usage reasonable