1.8 KiB
1.8 KiB
I'm working on the self improvement procedure. I want to think about the testing Framework. How to run challenge tests and how to validate improvements. To do so we need to know how to track progress. What metrics to collect and how to store these results. To run a challenge a new SIA instance needs to be started and managed. This instance needs to have its own environment and be able to communicate with the controlling instance. Or we could have a managing instance and an instance under test, both managed by the main instance. How do you suggest we handle all aspects of testing?
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Training Data Management
- Organizing labeled iterations
- Storing validation notes
- Managing finetuning data
- Tracking training results
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Progress Tracking
- What metrics to collect
- How to store results
- When to update progress
- How to resume interrupted work
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Testing Framework
- How to run challenge tests
- What to measure and track
- How to validate improvements
- When to run regression tests
Common Mistakes to Avoid
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Context Management
- Keeping too much history in context
- Losing track of current state after interruptions
- Missing important user information
- Not cleaning up unused entries
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Resource Usage
- Running expensive tests during user interaction
- Accumulating too much training data
- Not cleaning up after experiments
- Overloading system resources
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Improvement Strategy
- Making changes without clear benefits
- Breaking existing capabilities
- Over-optimizing edge cases
- Not documenting why changes work
- Losing track of improvements after interruptions
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Training Data
- Mixing good and bad examples
- Not validating training data
- Missing important context
- Duplicating existing data