Summary
Webscout's multi-agent architecture is already well-designed. It can benefit from improved resilience patterns.
Recommended Changes
1. Saga Pattern for Distributed Agent Transactions
- Agent workflows span multiple services (Discovery → Matching → Action):
- Implement the Saga Pattern with compensating transactions
- If Action Agent fails after Discovery succeeded, trigger compensation (mark opportunity as unscored)
- Each agent reports completion/failure to the Orchestrator
2. Circuit Breakers for External APIs
- Add circuit breakers for all external dependencies:
- Apify API: if rate limited, circuit opens → fallback to cached results
- OpenAI/Groq API: if down, circuit opens → fallback to heuristic matching
- Zynd/Superplane: if unavailable, continue with local logging
- Use a library like
opossum for circuit breaker implementation
3. Caching Strategy
- Cache Apify results with TTL (opportunities change hourly, not minutely):
- In-memory cache for hot opportunities (LRU, 15 min TTL)
- Supabase persistent cache (1 hour TTL)
- Cache AI-generated application drafts (hash of opportunity+user → draft)
4. Agent Health Monitoring
- Add a health dashboard for all agents:
- Last successful run timestamp
- Error rate per agent
- Queue depth (pending opportunities to process)
- API credit consumption (Apify, OpenAI)
- Implement agent alerting: if an agent hasn't run in N minutes, notify
5. Rate Limiting
- Per-telegram-user rate limiting (prevent spam)
- Per-agent rate limiting to respect external API quotas
- Implement token bucket algorithm
6. Testing
- Unit tests for each agent in isolation
- Integration tests for agent → agent communication
- E2E tests for: user sets profile → /scout → opportunities returned → application drafted
Summary
Webscout's multi-agent architecture is already well-designed. It can benefit from improved resilience patterns.
Recommended Changes
1. Saga Pattern for Distributed Agent Transactions
2. Circuit Breakers for External APIs
opossumfor circuit breaker implementation3. Caching Strategy
4. Agent Health Monitoring
5. Rate Limiting
6. Testing