Continuous AI
Continuous AI is ByteBuddy's powerful feature that enables automated, ongoing AI assistance throughout your development workflow. This guide explains how to set up and leverage Continuous AI to streamline your development process.
What is Continuous AI?
Continuous AI monitors your development activities and proactively provides assistance without requiring explicit prompts. It can:
- Automatically review code changes
- Suggest improvements and optimizations
- Detect potential issues and bugs
- Provide contextual documentation
- Automate repetitive tasks
Enabling Continuous AI
Basic Setup
Enable Continuous AI in your configuration:
# .bytebuddy/config.yaml
continuousAI:
enabled: true
watchPaths:
- "src/**/*"
- "tests/**/*"
ignorePaths:
- "node_modules/**/*"
- ".git/**/*"
- "dist/**/*"Trigger Events
Configure what events trigger Continuous AI:
continuousAI:
enabled: true
triggers:
- eventType: "fileSave"
paths:
- "src/**/*.js"
- "src/**/*.ts"
- eventType: "gitCommit"
branches:
- "main"
- "develop"
- eventType: "pullRequest"
providers:
- "github"
- "gitlab"Workflow Automation
Code Review Automation
Set up automatic code reviews:
continuousAI:
enabled: true
workflows:
- name: "code-review"
trigger:
eventType: "fileSave"
paths:
- "src/**/*.js"
- "src/**/*.ts"
actions:
- action: "reviewCode"
rules:
- "security-first"
- "performance-optimized"
- "coding-standards"
- action: "suggestImprovements"
- action: "documentChanges"Testing Assistance
Automatically generate and update tests:
continuousAI:
enabled: true
workflows:
- name: "test-assistance"
trigger:
eventType: "fileSave"
paths:
- "src/**/*.js"
actions:
- action: "generateUnitTests"
targetPath: "tests/unit/{{fileName}}.test.js"
- action: "updateExistingTests"
paths:
- "tests/unit/**/*.test.js"Documentation Updates
Keep documentation in sync with code changes:
continuousAI:
enabled: true
workflows:
- name: "documentation-sync"
trigger:
eventType: "fileSave"
paths:
- "src/**/*.js"
actions:
- action: "updateAPI docs"
targetPath: "docs/api/{{fileName}}.md"
- action: "updateREADME"
targetPath: "README.md"Custom Workflows
Defining Workflows
Create custom workflows for your specific needs:
continuousAI:
enabled: true
workflows:
- name: "frontend-workflow"
description: "Workflow for frontend development"
trigger:
eventType: "fileSave"
paths:
- "src/components/**/*.jsx"
- "src/pages/**/*.jsx"
conditions:
- branch: "feature/*"
actions:
- action: "lintCode"
tool: "eslint"
- action: "reviewAccessibility"
- action: "optimizePerformance"
- action: "notifyTeam"
recipients:
- "frontend-team@company.com"Action Types
Available action types for workflows:
workflows:
- name: "comprehensive-workflow"
trigger:
eventType: "fileSave"
actions:
# Code analysis actions
- action: "reviewCode"
- action: "suggestImprovements"
- action: "detectBugs"
- action: "securityScan"
# Documentation actions
- action: "generateDocs"
- action: "updateWiki"
# Testing actions
- action: "generateTests"
- action: "runTests"
# Notification actions
- action: "sendNotification"
recipients:
- "team@company.com"
message: "New code changes detected and reviewed"
# Integration actions
- action: "createTicket"
system: "jira"
project: "DEV"
type: "Task"Integration with Development Tools
Git Integration
Automate Git workflows:
continuousAI:
enabled: true
integrations:
git:
enabled: true
events:
- "pre-commit"
- "post-commit"
- "pre-push"
actions:
- event: "pre-commit"
actions:
- action: "reviewChanges"
- action: "ensureTestsExist"
- event: "post-commit"
actions:
- action: "updateChangelog"
- action: "notifyStakeholders"CI/CD Integration
Integrate with continuous integration pipelines:
continuousAI:
enabled: true
integrations:
ci:
providers:
- "github-actions"
- "gitlab-ci"
- "jenkins"
stages:
- name: "code-analysis"
actions:
- action: "staticAnalysis"
- action: "securityScan"
- name: "test-generation"
actions:
- action: "generateMissingTests"
- action: "runTestSuite"Project Management Integration
Connect with project management tools:
continuousAI:
enabled: true
integrations:
projectManagement:
systems:
- "jira"
- "asana"
- "trello"
actions:
- action: "createTasksFromTODOs"
assignee: "current-developer"
- action: "updateTaskStatus"
conditions:
- eventType: "gitCommit"
- messageContains: "fixes #"Configuration Options
Performance Settings
Optimize Continuous AI performance:
continuousAI:
enabled: true
performance:
maxConcurrentWorkflows: 3
actionTimeout: 30
queueSize: 100
debounceTime: 1000 # Wait 1 second after file changes
resourceLimits:
cpuUsage: 50 # Max 50% CPU usage
memoryUsage: 1024 # Max 1GB memoryFiltering and Conditions
Control when Continuous AI runs:
continuousAI:
enabled: true
filters:
fileTypes:
include:
- ".js"
- ".ts"
- ".jsx"
- ".tsx"
exclude:
- ".test.js"
- ".spec.js"
fileSize:
max: "1MB" # Skip files larger than 1MB
branches:
include:
- "feature/*"
- "hotfix/*"
exclude:
- "main"
- "master"Notifications and Reporting
Real-time Notifications
Get notified about Continuous AI activities:
continuousAI:
enabled: true
notifications:
enabled: true
channels:
- type: "ide"
showInline: true
showStatusBar: true
- type: "email"
recipients:
- "developer@company.com"
events:
- "workflowCompleted"
- "issuesDetected"
- type: "slack"
webhook: "${SLACK_WEBHOOK_URL}"
channel: "#development"Reporting
Generate reports on Continuous AI activities:
continuousAI:
enabled: true
reporting:
enabled: true
frequency: "daily"
format: "markdown"
outputPath: "reports/continuous-ai-summary.md"
metrics:
- "workflowsExecuted"
- "issuesDetected"
- "suggestionsMade"
- "timeSaved"Security and Privacy
Data Handling
Control how Continuous AI handles your data:
continuousAI:
enabled: true
privacy:
sendData: false
storeLocally: true
encryption:
enabled: true
keyPath: "~/.bytebuddy/encryption.key"
security:
scanForSensitiveData: true
excludePatterns:
- "API_KEY"
- "SECRET"
- "PASSWORD"Example Workflows
Complete Frontend Development Workflow
continuousAI:
enabled: true
workflows:
- name: "react-component-workflow"
description: "Workflow for React component development"
trigger:
eventType: "fileSave"
paths:
- "src/components/**/*.jsx"
- "src/components/**/*.tsx"
actions:
- action: "reviewCode"
rules:
- "react-best-practices"
- "accessibility-guidelines"
- action: "suggestOptimizations"
focus:
- "performance"
- "bundle-size"
- action: "generateStorybookStories"
targetPath: "stories/{{componentName}}.stories.jsx"
- action: "updateComponentDocs"
targetPath: "docs/components/{{componentName}}.md"
- action: "createUnitTests"
targetPath: "tests/components/{{componentName}}.test.jsx"Backend API Development Workflow
continuousAI:
enabled: true
workflows:
- name: "api-endpoint-workflow"
description: "Workflow for API endpoint development"
trigger:
eventType: "fileSave"
paths:
- "src/controllers/**/*.js"
- "src/routes/**/*.js"
actions:
- action: "reviewSecurity"
rules:
- "api-security"
- "input-validation"
- action: "validateSwaggerDocs"
swaggerFile: "docs/swagger.yaml"
- action: "generateIntegrationTests"
targetPath: "tests/integration/{{endpointName}}.test.js"
- action: "updateAPIDocs"
targetPath: "docs/api/endpoints.md"
- action: "notifyQA"
message: "New API endpoint {{fileName}} ready for testing"Troubleshooting
Common Issues
Workflow Not Triggering
- Check trigger conditions and file paths
- Verify Continuous AI is enabled
- Review file permissions and access
Performance Problems
- Reduce max concurrent workflows
- Increase debounce time
- Limit file types and sizes
False Positives
- Adjust filtering rules
- Fine-tune detection sensitivity
- Add exception patterns
Debugging
Enable debugging for Continuous AI:
# Enable debug mode
bytebuddy --debug=continuous-ai
# View workflow logs
bytebuddy logs --workflow=name
# Monitor real-time activity
bytebuddy monitor --continuous-aiBest Practices
Workflow Design
- Start Simple: Begin with basic workflows and expand gradually
- Be Specific: Define clear triggers and actions
- Monitor Performance: Keep an eye on resource usage
- Iterate: Continuously improve based on results
Security
- Limit Access: Only enable necessary integrations
- Review Permissions: Regularly audit access rights
- Encrypt Data: Use encryption for sensitive information
- Monitor Activity: Keep logs of all Continuous AI activities
Next Steps
After setting up Continuous AI, explore these related guides:
- Continuous AI Readiness Assessment - Evaluate your project's readiness
- Custom Code RAG - Optimize code context understanding
- Plan Mode Guide - Complex task planning and execution