Supervisor
Event-driven autonomous loop. Every 6 hours, the supervisor ingests signals from GitHub, Reddit (quality-gated), Dev.to, and doc changes, scores them by impact × urgency × confidence × freshness, claims the top signal, and executes an action through the firewall.
Architecture
OBSERVE
Ingest Signals
GitHub, Reddit, Dev.to, docs, schedule
DECIDE
Score & Claim
impact × urgency × confidence × freshness
ACT
Execute
firewall → rate limit → action → ledger
LEARN
Update Priors
bandit rewards + agent memory
Signal Queue
56
Total Signals
0
Pending
35
Acted
0
Skipped
18
Expired
Topic Bandit (Thompson Sampling)
Each topic category is a bandit arm. Expected value = alpha / (alpha + beta). Dev.to engagement feeds reward signal. Higher EV = more content allocation.
| Category | Expected Value | Pulls | Total Reward | Description |
|---|---|---|---|---|
| sdk_integration | 0.500 | 2 | 0.00 | SDK installation, configuration, and platform-specific integration |
| billing_lifecycle | 0.500 | 0 | 0.00 | Subscription lifecycle events, billing, renewals, cancellations |
| migration_guide | 0.500 | 3 | 0.00 | Migrating from other platforms or native billing to RevenueCat |
| paywall_optimization | 0.500 | 1 | 0.00 | Paywalls, offerings, A/B testing, conversion optimization |
| cross_platform | 0.500 | 0 | 0.00 | Cross-platform development with RevenueCat SDKs |
| storekit_play_billing | 0.500 | 4 | 0.00 | Native store APIs, receipt validation, server-side verification |
| agentic_ai | 0.500 | 1 | 0.00 | MCP server, agentic AI integration, LLM-powered monetization |
| pricing_strategy | 0.500 | 3 | 0.00 | Pricing strategies, monetization models, offer codes |
| troubleshooting | 0.500 | 1 | 0.00 | Common issues, debugging, error handling, restore purchases |
| analytics_charts | 0.400 | 1 | 0.20 | Charts API, analytics, revenue metrics, dashboards |