Apex Hierarchical Swarm Orchestrator and Leader Agent Kernel

flowchart TD
    subgraph Tier0 ["Tier 0: Sovereign Metacognitive Director (Macro-Governance)"]
        director["Strategic Metacognitive Director<br/>(Macro Objective Decomposition, Global Budget, Constitutional Safety)"]
        global_kill["Global Invalidation and Dead-Man Switch<br/>(BLS Threshold Quorum and Zero-Trust Halt)"]
    end

    subgraph Tier1 ["Tier 1: Domain Cluster Orchestrators (Field-Specific Synthesis)"]
        orch_infra["Infrastructure and Grid Orchestrator<br/>(Physical Safety and Transient Dynamics)"]
        orch_quant["Quant and Market Orchestrator<br/>(Latency, Slippage, and Risk Limits)"]
        orch_silicon["Frontier AI Compiler Orchestrator<br/>(SRAM Tiling and 4D Parallelism)"]
        orch_defense["Cyber and Defense Orchestrator<br/>(Quarantine, CFI, and Red-Teaming)"]
    end

    subgraph Tier2 ["Tier 2: Squad Leader Agents (Tactical Coordination)"]
        lead_telemetry["Telemetry and Sensor Squad Leader<br/>(Byzantine Data Cleansing)"]
        lead_execution["Actuation and Control Squad Leader<br/>(Physical Breaker and Fuel Valves)"]
        lead_arbitrage["Liquidity and HJB Squad Leader<br/>(Bonding Curves and Order Book)"]
        lead_compiler["Graph Partitioning Squad Leader<br/>(Megatron Pipeline Stage Bubble)"]
    end

    subgraph Tier3 ["Tier 3: Tactical Worker Agents (Execution and Micro-Tools)"]
        workers_infra["Specialized Sensor and Relay Workers<br/>(SEL-411L Parsers, PMU Zero-Crossing)"]
        workers_quant["Microsecond Market Workers<br/>(LOB Matchers, Hawkes Classifiers)"]
        workers_silicon["Kernel Tiling Workers<br/>(FlashAttention-3, SRAM Banks)"]
        workers_defense["Binary and Formal Workers<br/>(SMT Provers, CFI Verifiers)"]
    end

    director --> global_kill
    director --> orch_infra
    director --> orch_quant
    director --> orch_silicon
    director --> orch_defense

    orch_infra --> lead_telemetry
    orch_infra --> lead_execution
    orch_quant --> lead_arbitrage
    orch_silicon --> lead_compiler

    lead_telemetry --> workers_infra
    lead_execution --> workers_infra
    lead_arbitrage --> workers_quant
    lead_compiler --> workers_silicon

    workers_infra -. Telemetry Verification .-> lead_telemetry
    lead_telemetry -. Aggregated Health Metric .-> orch_infra
    orch_infra -. High-Level State Consensus .-> director

flowchart LR
    subgraph Ingestion ["1. Agent Enrolment and Telemetry"]
        agent_pool["Global Agent Pool (N = 10000+ Nodes)<br/>(Capability Vector, Memory State, VRAM, Trust Tier)"]
        perf_metrics["Telemetry Ingress (Latency, Jitter, Error Rate)"]
    end

    subgraph Affinity_Engine ["2. Latency-Constrained Spectral Clustering"]
        adjacency["Affinity Graph Construction:<br/>A_ij = exp(-dist / 2*sigma^2) * (1 / (1 + alpha*RTT))"]
        laplacian["Normalized Graph Laplacian:<br/>L_sym = D^(-1/2) * (D - A) * D^(-1/2)"]
        eigen["Eigengap Partitioning and k-Means"]
    end

    subgraph Dynamic_Classification ["3. Role Classification and Leader Election"]
        shapley["Shapley Marginal Contribution Value:<br/>phi_i = Sum of Marginal Capability Gains"]
        raft["BFT Squad Leader Election<br/>(Highest Shapley + Lowest Latency)"]
        roles["Dynamic Role Assignment:<br/>(Leader, Critic, Executor, Red-Teamer)"]
    end

    Ingestion --> Affinity_Engine
    adjacency --> laplacian --> eigen
    eigen --> Dynamic_Classification
    shapley --> raft --> roles

flowchart TD
    subgraph Population ["Agent Genome Population"]
        genomes["Genomes: Prompt Templates, Tool Schemas, Temperature, Reasoning Depth, CTI Threshold"]
    end

    subgraph Evolution_Loop ["Evolutionary Optimization Cycle"]
        mutation["Stochastic Mutation and Crossover:<br/>- Tool pruning and injection<br/>- Prompt mutation via LLM meta-rewriter<br/>- Hyperparameter perturbation"]
        dispatch["Simulated / Shadow Execution Benchmark"]
        evaluate["Multi-Objective Fitness Evaluation"]
    end

    subgraph Map_Elites ["Quality-Diversity 2D Archive Grid"]
        cell_archive["2D Feature Space: Task Latency vs Token Efficiency<br/>(Each cell stores the highest-fitness elite agent)"]
    end

    Population --> mutation
    mutation --> dispatch
    dispatch --> evaluate
    evaluate -->|Higher Fitness in Cell| cell_archive
    cell_archive -. Elite Parent Selection .-> mutation

flowchart LR
    subgraph Input_Candidate ["Candidate Swarm Profile"]
        cand["Normalized Performance Metrics:<br/>Accuracy | Latency | Token Cost | Safety | Determinism"]
    end

    subgraph Field_Tensors ["Field-Specific Weight Tensors"]
        grid["Grid Infrastructure Tensor:<br/>30% Safety | 30% Acc | 25% Lat | 10% Det | 5% Cost"]
        quant["Quant Finance Tensor:<br/>45% Latency | 20% Acc | 15% Cost | 10% Safe | 10% Det"]
        silicon["AI Compiler Tensor:<br/>35% Acc | 35% Det | 15% Cost | 10% Lat | 5% Safe"]
        cyber["Cyber Defense Tensor:<br/>30% Safe | 25% Acc | 20% Det | 20% Lat | 5% Cost"]
    end

    subgraph Admission_Gate ["Domain Admission Arbiter"]
        gate["Weighted Dot Product Score >= Admission Threshold<br/>(Admitted to Mission Dispatch or Rejected for Retraining)"]
    end

    Input_Candidate --> Field_Tensors
    grid --> Admission_Gate
    quant --> Admission_Gate
    silicon --> Admission_Gate
    cyber --> Admission_Gate

sequenceDiagram
    autonumber
    participant Workers as "Tier 3: Tactical PMU Workers"
    participant Leader as "Tier 2: Squad Leader Agent"
    participant Orchestrator as "Tier 1: Infrastructure Orchestrator"
    participant Director as "Tier 0: Sovereign Director"
    participant Hardware as "Physical Protection Hardware"

    Workers->>Workers: Sub-cycle zero-crossing detection (RoCoF: -1.2 Hz/s)
    Workers->>Leader: Telemetry Vector + Local Partial BLS Signature Share
    
    Leader->>Leader: Verify BFT Median Filter (Reject outlier sensor noise)
    Leader->>Leader: Aggregate BLS Threshold Signature Part (Quorum >= 67%)
    
    Leader->>Orchestrator: Disablement Request + ZK Proof of Fault Severity
    Orchestrator->>Orchestrator: Cross-Domain Check: Verify Quant & Silicon Impacts
    
    Orchestrator->>Director: Sovereign Authorization Request (Latency < 2 ms)
    Director->>Director: Evaluate Constitutional Safety Invariant
    Director->>Hardware: Signed Hardware Actuation Command (Sub-Millisecond Trip)
    
    Hardware->>Hardware: Physical Breaker Trip / GPU DVFS Drop (1,000 MW -> 209 MW)
    Hardware-->>Director: Hardware Acknowledgment & Status Telemetry