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| 1 | +# Hybrid Storage Solution for Short-Duration VMs |
| 2 | + |
| 3 | +## Overview |
| 4 | +Optimal storage strategy for ephemeral virtual machines with 30-minute to 4-hour lifespans. |
| 5 | + |
| 6 | +## Architecture |
| 7 | + |
| 8 | +### Memory-First Approach |
| 9 | +```typescript |
| 10 | +// Primary: In-memory cache with immediate access |
| 11 | +const memoryCache = new Map<string, FrameData>(); |
| 12 | + |
| 13 | +// Secondary: File system for persistence |
| 14 | +const fileStorage = './storage/frames/'; |
| 15 | + |
| 16 | +// Tertiary: Git repository as backup |
| 17 | +const gitBackup = './.storage-backup/'; |
| 18 | +``` |
| 19 | + |
| 20 | +### Implementation Strategy |
| 21 | + |
| 22 | +#### 1. Tiered Storage (Hot/Warm/Cold) |
| 23 | +- **Hot (Memory)**: Active frames, recent traces (< 5 minutes) |
| 24 | +- **Warm (JSON Files)**: Session data, completed traces (< 30 minutes) |
| 25 | +- **Cold (Git)**: Historical data, backups (> 30 minutes) |
| 26 | + |
| 27 | +#### 2. VM Lifecycle Integration |
| 28 | +```typescript |
| 29 | +class VMStorage { |
| 30 | + async onStart() { |
| 31 | + // Load from git backup if exists |
| 32 | + await this.loadFromGit(); |
| 33 | + } |
| 34 | + |
| 35 | + async onShutdown() { |
| 36 | + // Persist critical data to git |
| 37 | + await this.backupToGit(); |
| 38 | + } |
| 39 | + |
| 40 | + async onEvery5Min() { |
| 41 | + // Tier data based on age |
| 42 | + await this.tierData(); |
| 43 | + } |
| 44 | +} |
| 45 | +``` |
| 46 | + |
| 47 | +#### 3. Data Persistence Rules |
| 48 | +- **Critical**: Agent states, completed tasks → Git backup |
| 49 | +- **Session**: Active frames, temporary data → JSON files |
| 50 | +- **Cache**: Frequent lookups, hot data → Memory only |
| 51 | + |
| 52 | +## Benefits for VMs |
| 53 | + |
| 54 | +### Storage Efficiency |
| 55 | +- **Memory**: 50-100MB typical usage |
| 56 | +- **Disk**: 10-50MB for active sessions |
| 57 | +- **Git**: Minimal overhead for critical data only |
| 58 | + |
| 59 | +### Performance |
| 60 | +- **Memory access**: < 1ms |
| 61 | +- **File system**: < 10ms |
| 62 | +- **Git operations**: < 100ms (background only) |
| 63 | + |
| 64 | +### Reliability |
| 65 | +- **VM crash**: Critical data preserved in git |
| 66 | +- **Network issues**: Local files maintain session continuity |
| 67 | +- **Restart**: Fast recovery from combined sources |
| 68 | + |
| 69 | +## Implementation Files |
| 70 | + |
| 71 | +1. **HybridStorageManager** (`src/core/storage/hybrid-vm-storage.ts`) |
| 72 | +2. **VMLifecycleHooks** (`src/integrations/vm/lifecycle-hooks.ts`) |
| 73 | +3. **TieringScheduler** (`src/core/storage/tiering-scheduler.ts`) |
| 74 | + |
| 75 | +## Usage Example |
| 76 | + |
| 77 | +```typescript |
| 78 | +const storage = new HybridVMStorage({ |
| 79 | + memoryLimit: '100MB', |
| 80 | + fileBackupInterval: '5min', |
| 81 | + gitBackupInterval: '30min', |
| 82 | + tieringEnabled: true |
| 83 | +}); |
| 84 | + |
| 85 | +// Automatically handles VM lifecycle |
| 86 | +await storage.initialize(); |
| 87 | +``` |
| 88 | + |
| 89 | +## Cost Analysis |
| 90 | + |
| 91 | +### Traditional Database |
| 92 | +- **Setup**: 2-5 minutes |
| 93 | +- **Memory**: 200-500MB |
| 94 | +- **Network**: Constant connection required |
| 95 | + |
| 96 | +### Hybrid Approach |
| 97 | +- **Setup**: < 30 seconds |
| 98 | +- **Memory**: 50-100MB |
| 99 | +- **Network**: Optional, background only |
| 100 | + |
| 101 | +## Conclusion |
| 102 | + |
| 103 | +The hybrid approach is optimal for short-duration VMs because: |
| 104 | +1. **Fast startup** - No database dependencies |
| 105 | +2. **Low resource usage** - Memory + files only |
| 106 | +3. **Crash resilient** - Git backup preserves critical data |
| 107 | +4. **Network independent** - Functions offline |
| 108 | + |
| 109 | +Perfect fit for ephemeral compute environments like Railway, Vercel Functions, or AWS Lambda containers. |
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