diff --git a/README.md b/README.md
index 92b722334..8513cd563 100644
--- a/README.md
+++ b/README.md
@@ -367,9 +367,11 @@ nodes:
## Architecture
-```
-CLI --> Coordinator --> Daemon(s) --> Nodes / Operators
- (orchestration) (per machine) (user code)
+```mermaid
+flowchart LR
+ CLI[CLI
dora] --> Coordinator[Coordinator
orchestration]
+ Coordinator --> Daemons[Daemon(s)
per machine]
+ Daemons --> Nodes[Nodes / Operators
user code]
```
| Layer | Protocol | Purpose |
diff --git a/docs/architecture.md b/docs/architecture.md
index 470330e60..1f13b559f 100644
--- a/docs/architecture.md
+++ b/docs/architecture.md
@@ -13,16 +13,31 @@ Dora is built on four core principles:
### Architecture Stack
-```
-┌─────────────────────────────────────────────────┐
-│ CLI (dora) Coordinator (orchestrator) │ Layer 4: Orchestration
-├─────────────────────────────────────────────────┤
-│ Daemon (per-machine) Runtime (operators) │ Layer 3: Execution
-├─────────────────────────────────────────────────┤
-│ dora-core shared-memory-server Node API │ Layer 2: Core Libraries
-├─────────────────────────────────────────────────┤
-│ dora-message (protocol + Arrow types) │ Layer 1: Protocol
-└─────────────────────────────────────────────────┘
+```mermaid
+flowchart TB
+ subgraph L4[Layer 4: Orchestration]
+ CLI[CLI
dora]
+ Coordinator[Coordinator
orchestrator]
+ end
+
+ subgraph L3[Layer 3: Execution]
+ Daemon[Daemon
per machine]
+ Runtime[Runtime
operators]
+ end
+
+ subgraph L2[Layer 2: Core Libraries]
+ Core[dora-core]
+ Shmem[shared-memory-server]
+ NodeApi[Node API]
+ end
+
+ subgraph L1[Layer 1: Protocol]
+ Message[dora-message
protocol + Arrow types]
+ end
+
+ L4 --> L3
+ L3 --> L2
+ L2 --> L1
```
## Workspace Structure
diff --git a/docs/quickstart.md b/docs/quickstart.md
index 14de996fc..acd19e82d 100644
--- a/docs/quickstart.md
+++ b/docs/quickstart.md
@@ -77,6 +77,28 @@ dora stop --all
dora down
```
+```mermaid
+sequenceDiagram
+ participant User
+ participant CLI as dora CLI
+ participant Coordinator
+ participant Daemon
+ participant Nodes
+
+ User->>CLI: dora up
+ CLI->>Coordinator: start coordinator
+ CLI->>Daemon: start local daemon
+ Daemon->>Coordinator: register
+ User->>CLI: dora start dataflow.yml
+ CLI->>Coordinator: submit dataflow
+ Coordinator->>Daemon: spawn node processes
+ Daemon->>Nodes: start nodes
+ Nodes->>Nodes: exchange messages
+ User->>CLI: dora stop --all
+ CLI->>Coordinator: stop dataflow
+ Coordinator->>Daemon: stop nodes
+```
+
## Next Steps
- **Examples**: Browse `examples/` for service, action, streaming, and Python patterns