feat: Add Neuroplasticity for self-healing and adaptive optimization#13
Merged
kluth merged 1 commit intoNov 6, 2025
Merged
Conversation
Implements biological neuroplasticity concepts for distributed system resilience: - **Synaptic Pruning**: Automatically eliminates weak connections below threshold, strengthens frequently-used paths through Hebbian learning - **Redundant Pathways**: Creates multiple routes between neurons for failover and resilience, with automatic path discovery - **Neural Rewiring**: Detects failed neurons and creates bypass connections, enabling self-healing around failures - **Compensatory Mechanisms**: Activates homologous backup regions (like brain hemispheres) when primary neurons fail Key features: - Connection weight-based pruning with configurable thresholds - Usage-based connection strengthening (LTP/LTD simulation) - DFS-based path finding with active neuron filtering - Network health assessment and statistics - Training methods for connection and pathway optimization Tests: 8 new tests covering all plasticity mechanisms (160 total passing)
kluth
deleted the
claude/setup-framework-from-readme-011CUrH7VuUsiyb7oeMdod1J
branch
5 tasks
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
2 participants
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
Implements biological neuroplasticity concepts for distributed system resilience:
Key features:
Tests: 8 new tests covering all plasticity mechanisms (160 total passing)