KAVO + RexAgentic AI · Hybrid workforce · In production

KAVO + Rex: an always-on multi-agent ops workforce

Two agents that handle daily ops — and heal themselves when something breaks.

RoleOrchestrator & BuilderAgent design, models, memory, deploy
Topology2 always-on agents+ a roster of domain skills
ModelsClaude · DeepSeek fallbackOpenClaw · MCP · Slack

The context

A solo-operated company still has a company's worth of operations: orders, fulfillment, integrations, monitoring, decisions. I needed that work to run without me babysitting it — and to survive redeploys, model outages, and edge cases.

So I built a two-agent workforce on OpenClaw. KAVO handles strategy and operations; Rex is a Shopify orders & fulfillment specialist. Each runs on Claude with a DeepSeek fallback — on an Anthropic error or timeout the agent fails over to DeepSeek and reverts on the next clean call — carries long-term memory for continuity, and reconfigures itself from environment variables on every deploy — no setup wizard, no manual steps. They reach real systems through MCP tools and report into Slack, where a human can step in. The unglamorous parts — fallbacks, auto-heal, an exec allowlist, device pairing — are what make it safe to leave running.

What I built
Agent DesignMulti-Agent OrchestrationModel Routing & FallbackLong-term Memory (RAG)MCP Tool IntegrationSelf-healing DeployHuman-in-the-loopOps Automation
Stack
OpenClawClaudeDeepSeekMCPSlackSQLite-vec (RAG)Shopify APIRailway (volume)GitHub Actions

The architecture

always-on · self-configuring
        Slack  ◀───────────────▶  Operator (human-in-the-loop)
          │                          │
          ▼                          ▼
   ┌───────────────────────┐   ┌───────────────────────┐
   │  KAVO · strategy + ops│   │  Rex · Shopify ops    │
   │  ops · integrations   │   │  orders + fulfillment │
   └───────────────────────┘   └───────────────────────┘
     primary: Claude            primary: Claude
     fallback: DeepSeek         fallback: DeepSeek
          │                          │
          └────────────┬─────────────┘
                       ▼
     MCP tools  ·  long-term memory (RAG)
     auto-heal · exec allowlist · self-config from env
                       │
                       ▼
        boot: onboard → configure → gateway → run
              every redeploy, zero manual setup
24/7
Always-on — auto-heals and self-configures on every redeploy.
2→N
Two core agents plus a roster of domain skills the workforce can grow into.
0
Manual setup steps — the whole fleet boots from environment variables.