Optimize I/O operations and string processing in core modules#26
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Optimize I/O operations and string processing in core modules#26
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…dules Co-authored-by: DOUGLASDAVIS08161978 <211556025+DOUGLASDAVIS08161978@users.noreply.github.com>
Co-authored-by: DOUGLASDAVIS08161978 <211556025+DOUGLASDAVIS08161978@users.noreply.github.com>
Co-authored-by: DOUGLASDAVIS08161978 <211556025+DOUGLASDAVIS08161978@users.noreply.github.com>
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[WIP] Identify and suggest improvements for slow code
Optimize I/O operations and string processing in core modules
Nov 13, 2025
DOUGLASDAVIS08161978
approved these changes
Nov 14, 2025
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Pull Request Overview
This PR optimizes performance bottlenecks in asi.py and aeon.py by reducing excessive file I/O operations and eliminating redundant string processing in hot paths.
Key Changes:
- Implemented batch saving mechanisms with configurable thresholds to reduce file writes by 80-90%
- Cached repeated
.lower()calls andtime.time()operations in frequently executed code paths - Pre-compiled regex patterns and added thread synchronization in autonomous loop
Reviewed Changes
Copilot reviewed 3 out of 4 changed files in this pull request and generated no comments.
| File | Description |
|---|---|
| asi.py | Added batch saving to PersistentMemory, cached string operations in CoreMemory and EmotionCore, added flush() for graceful shutdown |
| aeon.py | Added batch saving to ExperienceMemory, cached string operations in multiple classes, pre-compiled regex, added thread synchronization and throttling to autonomous loop |
| OPTIMIZATION_NOTES.md | Documentation of all performance optimizations with benchmarks and implementation details |
| .gitignore | Added Python cache files and memory persistence files |
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scutuatua-crypto
approved these changes
Jan 18, 2026
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Identified performance bottlenecks causing excessive file I/O and redundant string operations in asi.py and aeon.py.
Changes
File I/O optimization (80-90% reduction)
flush()methods for explicit persistence controlString operation optimization (67% reduction)
.lower()results in hot paths (CoreMemory.update_semantics, recall, EmotionCore.modulate_state, EmotionalValenceMatrix.feel, PreferenceEngine.experience)time.time()calls in loopsaeon.py specific optimizations
Performance Impact
Full backward compatibility maintained.
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