CloudSage – AI Ops Oracle

CloudSage is an AI Ops Oracle that reads your logs, detects hidden patterns, and predicts tomorrow’s failure risks using Raindrop SmartComponents and a Vultr-backed risk engine.

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Inspiration

Solo engineers ship fast but get blindsided by incidents. I wanted an AI SRE co-pilot that predicts tomorrow’s outages from today’s logs.

What it does

  • Ingests logs (paste/upload/sample)
  • Scores risk via a Vultr worker with latency visible in UI
  • Generates AI forecasts with chain steps and personalized actions
  • Shows trends and history via SmartSQL
  • Learns patterns with SmartMemory

How I built it

  • Backend: Raindrop Platform (Hono), all 4 SmartComponents (SmartBuckets, SmartSQL, SmartMemory, SmartInference)
  • Compute: Vultr Cloud Compute worker for risk scoring
  • Frontend: Next.js 14 + Tailwind on Netlify
  • Auth/Payments: WorkOS AuthKit, Stripe checkout
  • SmartInference chain branching (critical/preventive/standard) + SmartBuckets context sampling + rate limiting + authz guard

Challenges I ran into

  • Env propagation (c.env vs process.env) to reach Vultr worker in Raindrop
  • Cloudflare/Vultr firewall blocking the worker → fixed via direct A record + gray-cloud
  • Keeping UI fresh under caching; solved with always-visible refresh and loading states

Accomplishments that I am proud of

  • All four Raindrop SmartComponents used meaningfully
  • Vultr latency and health surfaced in the UI
  • SmartInference chain branching with transparent chainSteps
  • Auth + payments + production-ready safeguards (authz guard, rate limiting, friendly errors)
  • Unit tests for core logic

What I learned

  • How to orchestrate SmartInference with branching based on trend/risk
  • Practical SmartBuckets usage (programmatic listing + context sampling)
  • Operational hardening on Raindrop (env bindings, fallbacks) and Vultr connectivity

What’s next for CloudSage – AI Ops Oracle

  • Real-time streaming via Vultr Valkey pub/sub
  • Slack/Discord alerts for critical risk
  • Deeper SmartMemory semantic context and RAG on logs

Built With

  • authkit;
  • cloudflare
  • javascript
  • next.js
  • raindrop-platform-(hono)
  • raindrop-smartbuckets
  • smartinference;
  • smartmemory
  • smartsql
  • stripe;
  • tailwind;
  • terraform
  • typescript;
  • vultr
  • workos
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