Concurrent Agent Lifecycle Data Flows
Diagram 1: Multi-Agent Startup Cascade (Concurrent Flow)
---
title: "Concurrent Agent Initialization - Time Flow Visualization"
---
gantt
title Agent System Startup - Concurrent Timeline
dateFormat X
axisFormat %L
section Registry_Init
Registry GenServer Start :milestone, r1, 0, 0ms
Registry ETS Tables :r2, after r1, 5ms
Registry Ready Signal :milestone, r3, after r2, 0ms
section Supervisor_Init
AgentSupervisor Start :milestone, s1, 0, 0ms
DynamicSupervisor Ready :s2, after s1, 8ms
Tracking Tables Init :s3, after s1, 3ms
Supervisor Ready Signal :milestone, s4, after s2, 0ms
section Agent_Burst_1
Agent_A Config Load :a1, after r3, 2ms
Agent_A Process Spawn :a2, after a1, 1ms
Agent_A Registry Insert :a3, after a2, 1ms
Agent_A Ready Signal :milestone, a4, after a3, 0ms
section Agent_Burst_2
Agent_B Config Load :b1, after r3, 3ms
Agent_B Process Spawn :b2, after b1, 1ms
Agent_B Registry Insert :b3, after b2, 1ms
Agent_B Ready Signal :milestone, b4, after b3, 0ms
section Agent_Burst_3
Agent_C Config Load :c1, after r3, 4ms
Agent_C Process Spawn :c2, after c1, 1ms
Agent_C Registry Insert :c3, after c2, 1ms
Agent_C Ready Signal :milestone, c4, after c3, 0ms
section Coordination_Layer
MABEAM Coord Start :coord1, after s4, 2ms
Agent Discovery Scan :coord2, after coord1, 3ms
Capability Map Build :coord3, after coord2, 2ms
System Ready Signal :milestone, coord4, after coord3, 0ms
Concurrent Flow Analysis:
- Parallel Initialization: Registry and Supervisor start simultaneously (0ms)
- Agent Burst Pattern: Agents A,B,C start at different offsets but overlap in execution
- Dependency Chains: Each agent waits for registry readiness before proceeding
- Coordination Lag: MABEAM coordination starts after supervisor but scans during agent startup
- Total System Ready: ~15ms with full concurrency vs ~45ms sequential
Diagram 2: Agent Message Flow Patterns (Live System)
flowchart TB
subgraph "Time=T0: Message Storm Arrives"
Ext1[External Request 1] -.->|async| Queue1[Message Queue 1]
Ext2[External Request 2] -.->|async| Queue2[Message Queue 2]
Ext3[External Request 3] -.->|async| Queue3[Message Queue 3]
Ext4[External Request 4] -.->|async| Queue4[Message Queue 4]
end
subgraph "Time=T1: Registry Lookup Burst"
Queue1 -.->|lookup agent_a| Reg{ProcessRegistry}
Queue2 -.->|lookup agent_b| Reg
Queue3 -.->|lookup agent_c| Reg
Queue4 -.->|lookup agent_a| Reg
Reg -.->|ETS scan| ETS[(ETS Table)]
Reg -.->|Registry query| RegNative[Native Registry]
ETS -.->|result| Cache1[PID Cache A]
RegNative -.->|result| Cache2[PID Cache B]
ETS -.->|result| Cache3[PID Cache C]
RegNative -.->|result| Cache1
end
subgraph "Time=T2: Concurrent Agent Processing"
Cache1 -.->|route| Agent_A((Agent A Process))
Cache2 -.->|route| Agent_B((Agent B Process))
Cache3 -.->|route| Agent_C((Agent C Process))
Agent_A -.->|working| Work_A[Task A1]
Agent_A -.->|working| Work_A2[Task A2]
Agent_B -.->|working| Work_B[Task B1]
Agent_C -.->|working| Work_C[Task C1]
end
subgraph "Time=T3: Cross-Agent Coordination"
Work_A -.->|needs coordination| Coord{MABEAM Coordinator}
Work_B -.->|capability query| Coord
Work_C -.->|resource request| Coord
Coord -.->|broadcast| Agent_A
Coord -.->|assign task| Agent_B
Coord -.->|resource grant| Agent_C
Agent_A -.->|collaborate| Agent_B
Agent_B -.->|result| Agent_C
Agent_C -.->|aggregate| Final[Final Result]
end
subgraph "Time=T4: Response Propagation"
Final -.->|response| Queue1
Work_A2 -.->|response| Queue4
Agent_B -.->|response| Queue2
Agent_C -.->|response| Queue3
end
classDef concurrent fill:#e1f5fe,stroke:#01579b
classDef hot fill:#fff3e0,stroke:#ef6c00
classDef coordination fill:#f3e5f5,stroke:#4a148c
classDef storage fill:#e8f5e8,stroke:#2e7d32
class Queue1,Queue2,Queue3,Queue4 concurrent
class Agent_A,Agent_B,Agent_C,Coord hot
class Work_A,Work_A2,Work_B,Work_C coordination
class ETS,RegNative,Cache1,Cache2,Cache3 storage
Concurrency Insights:
- Registry Contention: 4 simultaneous lookups hit same registry process
- Cache Splitting: Results cached at different storage layers based on load
- Agent Parallelism: All agents process independently until coordination needed
- Coordination Bottleneck: MABEAM coordinator becomes single point of synchronization
- Response Fan-out: Results propagate back through different paths than requests came in
Diagram 3: Process Failure Cascade (Fault Tolerance Flow)
sequenceDiagram
participant E as External System
participant R as Registry Process
participant S as Supervisor Process
participant A as Agent A
participant B as Agent B
participant C as Agent C
participant M as Monitor Process
Note over E,M: Normal Operation (T0-T10)
E->>+R: lookup(agent_a)
R->>-E: {ok, pid_a}
E->>+A: work_request
A->>+B: collaboration
B->>+C: data_flow
C->>-B: result
B->>-A: processed_result
A->>-E: final_response
Note over E,M: Failure Event (T11)
A->>X A: CRASH! (exit reason: :badmatch)
M->>M: receive {'DOWN', ref, :process, pid_a, :badmatch}
Note over E,M: Concurrent Failure Handling (T12-T15)
par Registry Cleanup
M->>R: unregister(agent_a)
R->>R: :ets.delete(backup_table, agent_a)
R->>R: Registry.unregister(agent_a)
and Supervisor Restart
S->>S: child_spec = get_child_spec(agent_a)
S->>+A: spawn new agent process
A->>A: init with previous state
A->>-S: {ok, new_pid}
and Dependent Agent Notification
M->>B: {:agent_failed, agent_a, :badmatch}
M->>C: {:agent_failed, agent_a, :badmatch}
B->>B: pause_collaboration(agent_a)
C->>C: clear_pending_requests(agent_a)
end
Note over E,M: Recovery Coordination (T16-T20)
S->>R: register(agent_a, new_pid, metadata)
R->>M: {:registered, agent_a, new_pid}
M->>B: {:agent_recovered, agent_a, new_pid}
M->>C: {:agent_recovered, agent_a, new_pid}
par Recovery Flow
B->>A: resume_collaboration
C->>A: retry_pending_requests
and External Request Retry
E->>R: lookup(agent_a)
R->>E: {ok, new_pid}
E->>A: retry_work_request
end
A->>B: collaboration_resumed
B->>C: data_flow_restored
C->>A: system_healthy
A->>E: recovery_complete
Note over E,M: Timeline: Total recovery ~150ms
Fault Tolerance Patterns:
- Parallel Cleanup: Registry and supervisor act concurrently during failure
- Notification Cascade: Dependent agents notified simultaneously, not sequentially
- State Isolation: Each agent maintains its own failure handling without blocking others
- Recovery Coordination: Multiple systems coordinate to restore consistent state
- External Transparency: Client sees brief unavailability but automatic recovery
Diagram 4: Resource Contention Under Load (Bottleneck Analysis)
graph TB
subgraph "Load Pattern: 50 req/sec"
direction TB
Load[50 Requests/sec]
Load -.->|10 req/sec| Q1[Queue Partition 1]
Load -.->|15 req/sec| Q2[Queue Partition 2]
Load -.->|25 req/sec| Q3[Queue Partition 3]
end
subgraph "Registry Layer: Contention Point"
Q1 -.->|lookup burst| RegBot{Registry Process
⚠️ BOTTLENECK} Q2 -.->|lookup burst| RegBot Q3 -.->|lookup burst| RegBot RegBot -.->|ETS read: ~1ms| ETS[(ETS Table
Concurrent Reads)] RegBot -.->|Registry call: ~2ms| RegSys[Registry System
Sequential Access] ETS -.->|hit| FastPath[Fast Path
~1ms total] RegSys -.->|hit| SlowPath[Slow Path
~3ms total] end subgraph "Agent Processing: Parallel Execution" FastPath -.->|route| AgentPool[Agent Pool
20 Processes] SlowPath -.->|route| AgentPool AgentPool -.->|distribute| A1((A1
busy)) AgentPool -.->|distribute| A2((A2
idle)) AgentPool -.->|distribute| A3((A3
busy)) AgentPool -.->|distribute| A4((A4
idle)) AgentPool -.->|queue| A5((A5
queue:3)) AgentPool -.->|queue| A6((A6
queue:1)) end subgraph "Coordination Layer: Secondary Bottleneck" A1 -.->|coordinate| CoordQ{Coordination Queue
⚠️ SECONDARY BOTTLENECK} A3 -.->|coordinate| CoordQ A5 -.->|coordinate| CoordQ CoordQ -.->|process| CoordWorker[Coordination Worker
~5ms per coordination] CoordWorker -.->|broadcast| AgentPool end subgraph "Performance Metrics" PerfMon[Performance Monitor] PerfMon -.->|sample| RegBot PerfMon -.->|sample| AgentPool PerfMon -.->|sample| CoordQ RegBot -.->|queue_length: 12| RegMetric[Registry: 12 queued
avg_latency: 8ms
🔴 OVERLOADED] AgentPool -.->|utilization: 60%| AgentMetric[Agents: 60% busy
avg_latency: 15ms
🟡 MODERATE] CoordQ -.->|queue_length: 3| CoordMetric[Coordination: 3 queued
avg_latency: 12ms
🟢 HEALTHY] end classDef bottleneck fill:#ffebee,stroke:#c62828,stroke-width:3px classDef moderate fill:#fff8e1,stroke:#f57c00,stroke-width:2px classDef healthy fill:#e8f5e8,stroke:#2e7d32,stroke-width:1px classDef concurrent fill:#e3f2fd,stroke:#1565c0 class RegBot,RegMetric bottleneck class CoordQ,AgentMetric moderate class CoordMetric,ETS healthy class AgentPool,A1,A2,A3,A4,A5,A6 concurrent
⚠️ BOTTLENECK} Q2 -.->|lookup burst| RegBot Q3 -.->|lookup burst| RegBot RegBot -.->|ETS read: ~1ms| ETS[(ETS Table
Concurrent Reads)] RegBot -.->|Registry call: ~2ms| RegSys[Registry System
Sequential Access] ETS -.->|hit| FastPath[Fast Path
~1ms total] RegSys -.->|hit| SlowPath[Slow Path
~3ms total] end subgraph "Agent Processing: Parallel Execution" FastPath -.->|route| AgentPool[Agent Pool
20 Processes] SlowPath -.->|route| AgentPool AgentPool -.->|distribute| A1((A1
busy)) AgentPool -.->|distribute| A2((A2
idle)) AgentPool -.->|distribute| A3((A3
busy)) AgentPool -.->|distribute| A4((A4
idle)) AgentPool -.->|queue| A5((A5
queue:3)) AgentPool -.->|queue| A6((A6
queue:1)) end subgraph "Coordination Layer: Secondary Bottleneck" A1 -.->|coordinate| CoordQ{Coordination Queue
⚠️ SECONDARY BOTTLENECK} A3 -.->|coordinate| CoordQ A5 -.->|coordinate| CoordQ CoordQ -.->|process| CoordWorker[Coordination Worker
~5ms per coordination] CoordWorker -.->|broadcast| AgentPool end subgraph "Performance Metrics" PerfMon[Performance Monitor] PerfMon -.->|sample| RegBot PerfMon -.->|sample| AgentPool PerfMon -.->|sample| CoordQ RegBot -.->|queue_length: 12| RegMetric[Registry: 12 queued
avg_latency: 8ms
🔴 OVERLOADED] AgentPool -.->|utilization: 60%| AgentMetric[Agents: 60% busy
avg_latency: 15ms
🟡 MODERATE] CoordQ -.->|queue_length: 3| CoordMetric[Coordination: 3 queued
avg_latency: 12ms
🟢 HEALTHY] end classDef bottleneck fill:#ffebee,stroke:#c62828,stroke-width:3px classDef moderate fill:#fff8e1,stroke:#f57c00,stroke-width:2px classDef healthy fill:#e8f5e8,stroke:#2e7d32,stroke-width:1px classDef concurrent fill:#e3f2fd,stroke:#1565c0 class RegBot,RegMetric bottleneck class CoordQ,AgentMetric moderate class CoordMetric,ETS healthy class AgentPool,A1,A2,A3,A4,A5,A6 concurrent
Bottleneck Analysis:
- Primary Bottleneck: Registry process becomes single point of contention at 50 req/sec
- Queue Build-up: 12 requests queued at registry vs 3 at coordination (4:1 ratio)
- Utilization Imbalance: Registry overloaded while agents only 60% utilized
- Latency Amplification: Registry adds 8ms delay, agents add 15ms, but coordination only 12ms
- Scaling Strategy: Registry needs partitioning or caching layer before agent pool scaling
Novel Concurrency Representation Key:
- Dotted Arrows (-.->): Asynchronous message flow
- Timeline Annotations: Explicit time markers (T0, T1, T2…)
- Parallel Sections: Gantt charts and
par
blocks show true concurrency - Queue Depth Visualization: Numbers show actual queue lengths under load
- Bottleneck Highlighting: Color coding and metrics show system stress points
- Process State: Visual indicators (busy/idle/queue depth) show runtime behavior
This approach reveals the living system behavior rather than static code structure, showing how data flows, queues, contends, and recovers in real concurrent execution.