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How it works

The compounding loop, the agents, and the trust contract.

Most reliability tools are a feature. Causum is a loop. Domain → Signal → RCA → Remediation → feedback to Domain. Below: how each layer talks to the next, what runs in the hot path vs the judgment path, and how the trust contract is enforced.

🧬
Domain Intelligence
Reads your code
📡
Signal Intelligence
Auto-calibrating sensors
🧠
RCA Intelligence
Evidence-backed root cause
⚙️
Remediation Intelligence
Graduated autonomy

Domain → Signal → RCA → Remediation → feedback to Domain. The loop compounds with every incident.

Hot path vs judgment path

Two pipelines. Different latency budgets. Same guardrails.

🔥 Hot-path pipeline

Sensors, alerts, and deterministic guardrails. Operates at the speed of your incident. No LLMs in this path — predictable, fast, auditable.

Latency budget: milliseconds to seconds.

🤖 Agent runtime

The Codebase Explorer, Diagnosis, Remediation, and Briefing agents. Each has bounded scope, named purpose, same guardrails. Their judgment feeds the hot path; their reasoning is always evidence-backed.

Latency budget: seconds to minutes.

Deployment

Three modes. Same product. Different isolation.

  • ☁️

    Causum Cloud (multi-tenant)

    Causum-managed, multi-tenant. Lowest operational burden; non-regulated workloads.

  • 🏢

    Single-tenant Cloud

    Dedicated Causum-managed environment per customer. Customer isolation requirements.

  • 🔒

    VPC-bound (Customer Cloud)

    Inside your AWS / Azure / GCP VPC. Data residency, air-gapped, regulated workloads.

Trust contract

Causum is engineered for the assumption that it might be wrong.

The autonomy ladder — Observe → Assist → Supervised → Autopilot — applies per service. Promotion is explicit. Auto-demotion on failure. Six guardrails on every action. Kill switch always visible.

Every action is signed and chained into a cryptographic audit log. SIEM-streamable. Forever-queryable.

Want the long-form architecture?

The architecture overview PDF (24 pages) covers every component, data flow, and trust pattern in detail. We share it with prospective customers under NDA.