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Copilot AI commented Aug 20, 2025

Implements intelligent keyword matching using semantic analysis to enhance notification filtering capabilities. This feature allows users to add contextual descriptions to keywords and enables AI-powered matching that goes beyond exact word matches.

Key Features

Enhanced Keyword Model

  • Added context field for providing semantic descriptions of keywords
  • Added useSemanticMatching boolean flag to enable AI features per keyword
  • Implemented database migration (v1 → v2) for backward compatibility

AI Semantic Matching Service

The new SemanticMatchingService provides intelligent matching using lightweight, privacy-first algorithms:

  • Fuzzy Matching: Handles typos and variations using Levenshtein distance (e.g., "urgnt" matches "urgent")
  • Word Association: Built-in patterns for related terms (e.g., "discount" can trigger "sale" keywords)
  • Context Analysis: Uses Jaccard similarity to match based on word overlap between context and notification text
  • Privacy-First: All processing happens locally on device with no data transmission

Updated User Interface

  • Enhanced keyword dialog with context input field and AI toggle
  • Updated keyword list items to display context and AI status with visual indicators
  • Added smart toy icon (🤖) to clearly identify AI-enabled keywords
  • Maintains intuitive user experience across Home and Settings screens

Core Integration

  • Modified AppListenerService to combine exact and semantic matching
  • Maintains full backward compatibility with existing keywords
  • Graceful error handling ensures app stability if AI processing fails
  • Comprehensive logging for debugging and monitoring

Example Usage

Users can now create more intelligent keyword filters:

Keyword: "opportunity"
Context: "job work career employment hiring"
AI Matching: ✅ Enabled

This setup will match notifications containing related terms like "hiring", "position", "role", or "career" even without the exact word "opportunity".

Technical Implementation

The implementation uses proven algorithms optimized for mobile devices:

  • Jaccard Similarity for context-based word overlap analysis
  • Levenshtein Distance for fuzzy matching with configurable thresholds
  • Stop Word Filtering to focus on meaningful content
  • Word Association Patterns for domain-specific term relationships

Testing

Added comprehensive test coverage including:

  • Unit tests for core semantic matching logic
  • Android instrumentation tests for real-world scenarios
  • Edge case handling for empty inputs and error conditions
  • Performance validation for mobile device constraints

Migration Notes

Existing users will see no changes to their current keywords. The new features are opt-in and all existing exact matching continues to work unchanged. The database migration ensures seamless upgrades without data loss.

Warning

Firewall rules blocked me from connecting to one or more addresses (expand for details)

I tried to connect to the following addresses, but was blocked by firewall rules:

  • dl.google.com
    • Triggering command: /usr/lib/jvm/temurin-17-jdk-amd64/bin/java --add-opens=java.base/java.lang=ALL-UNNAMED --add-opens=java.base/java.lang.invoke=ALL-UNNAMED --add-opens=java.base/java.util=ALL-UNNAMED --add-opens=java.prefs/java.util.prefs=ALL-UNNAMED --add-exports=jdk.compiler/com.sun.tools.javac.api=ALL-UNNAMED --add-exports=jdk.compiler/com.sun.tools.javac.util=ALL-UNNAMED --add-opens=java.base/java.util=ALL-UNNAMED --add-opens=java.prefs/java.util.prefs=ALL-UNNAMED --add-opens=java.base/java.nio.charset=ALL-UNNAMED --add-opens=java.base/java.net=ALL-UNNAMED --add-opens=java.base/java.util.concurrent.atomic=ALL-UNNAMED --add-opens=java.xml/javax.xml.namespace=ALL-UNNAMED -Xmx2048m -Dfile.encoding=UTF-8 -Duser.country -Duser.language=en -Duser.variant -cp /home/REDACTED/.gradle/wrapper/dists/gradle-8.14.3-bin/cv11ve7ro1n3o1j4so8xd9n66/gradle-8.14.3/lib/gradle-daemon-main-8.14.3.jar -javaagent:/home/REDACTED/.gradle/wrapper/dists/gradle-8.14.3-bin/cv11ve7ro1n3o1j4so8xd9n66/gradle-8.14.3/lib/agents/gradle-instrumentation-agent-8.14.3.jar org.gradle.launcher.daemon.bootstrap.GradleDaemon 8.14.3 (dns block)

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Copilot AI and others added 3 commits August 20, 2025 00:17
Co-authored-by: logickoder <42023982+logickoder@users.noreply.github.com>
Co-authored-by: logickoder <42023982+logickoder@users.noreply.github.com>
Co-authored-by: logickoder <42023982+logickoder@users.noreply.github.com>
Copilot AI changed the title [WIP] Add simple ai usage with jetbrains koog using a free ai model to mach entries based on context, also update the keyword entry screen / db model to reflect this Add AI-powered semantic keyword matching with context support Aug 20, 2025
Copilot AI requested a review from logickoder August 20, 2025 00:29
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2 participants