| name | ari-performance-optimization |
| description | Performance optimization patterns for ARI's real-time processing |
| triggers | ["optimize performance","speed up ari","performance tuning","latency reduction"] |
ARI Performance Optimization
Purpose
Optimize ARI for maximum throughput and minimum latency in real-time agent operations.
Performance Targets
| Metric | Target | Critical |
|---|
| Message latency | <100ms | <500ms |
| Sanitization | <10ms | <50ms |
| Agent response | <1s | <5s |
| Memory usage | <256MB | <512MB |
| Audit write | <5ms | <20ms |
Optimization Areas
1. EventBus Optimization
eventBus.emit('event', data);
eventBus.emitBatch([
{ event: 'task:started', data: {...} },
{ event: 'audit:log', data: {...} }
]);
eventBus.emitPriority('security:threat', data, 'high');
2. Sanitizer Performance
const COMPILED_PATTERNS = PATTERNS.map(p => new RegExp(p, 'gi'));
function fastScan(content: string): boolean {
for (const pattern of HIGH_RISK_PATTERNS) {
if (pattern.test(content)) return true;
}
return false;
}
if (content.includes('DROP TABLE')) {
return { risk: 1.0, immediate: true };
}
3. Memory Management
async function processLargeMessage(stream: Readable) {
for await (const chunk of stream) {
await processChunk(chunk);
}
}
function cleanup(task: Task) {
task.context = null;
task.result = null;
}
const cache = new WeakMap<Message, ProcessedResult>();
4. Audit Trail Optimization
const auditBuffer: AuditEvent[] = [];
const BATCH_SIZE = 100;
const FLUSH_INTERVAL = 1000;
function queueAudit(event: AuditEvent) {
auditBuffer.push(event);
if (auditBuffer.length >= BATCH_SIZE) {
flush();
}
}
setInterval(flush, FLUSH_INTERVAL);
5. Agent Pipeline Optimization
const [guardianResult, plannerPrep] = await Promise.all([
guardian.assess(message),
planner.prepare(message.intent)
]);
const trustCache = new LRUCache<string, TrustLevel>({
max: 1000,
ttl: 1000 * 60 * 5
});
6. Node.js Tuning
node --max-old-space-size=512 dist/index.js
node --optimize-for-size dist/index.js
node --experimental-cluster dist/index.js
Profiling
node --cpu-prof dist/index.js
node --heap-prof dist/index.js
node --trace-gc dist/index.js
Benchmarks
import { performance } from 'node:perf_hooks';
const start = performance.now();
await operation();
const duration = performance.now() - start;
logger.info({ operation: 'sanitize', duration }, 'Benchmark');
Monitoring
Key metrics to track:
- Event queue depth
- Memory heap size
- GC pause duration
- Request latency percentiles (p50, p95, p99)
- Agent response times