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Security Operations Prototyping and Proof-of-Concept Documentation

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OSINT Agent Pattern Architecture

A reference implementation pattern for distributed OSINT (Open Source Intelligence) agents within the SFAMDF framework.


Overview

This pattern demonstrates how to implement a distributed OSINT collection and analysis system using SFAMDF principles:


1. Distributed OSINT Agent Architecture

flowchart TB
    subgraph Federation["Federated Trust Network"]
        subgraph OrgA["Organization Alpha"]
            ORC_A1[Orchestrator\nLeader]
            ORC_A2[Orchestrator\nFollower]
            ORC_A3[Orchestrator\nFollower]
            ORC_A1 <-.->|Raft| ORC_A2
            ORC_A2 <-.->|Raft| ORC_A3
            ORC_A3 <-.->|Raft| ORC_A1
        end

        subgraph OrgB["Organization Beta"]
            ORC_B1[Orchestrator\nLeader]
            ORC_B2[Orchestrator\nFollower]
        end

        ORC_A1 <-->|Federation\nGateway| ORC_B1
    end

    subgraph OSINT_Pool["OSINT Agent Pool"]
        direction LR
        subgraph Shard1["Social Domain"]
            OS1[OSINT Agent\nSocial-1]
            OS2[OSINT Agent\nSocial-2]
        end
        subgraph Shard2["Technical Domain"]
            OS3[OSINT Agent\nTech-1]
            OS4[OSINT Agent\nTech-2]
        end
        subgraph Shard3["Dark Web Domain"]
            OS5[OSINT Agent\nDarkWeb-1]
            OS6[OSINT Agent\nDarkWeb-2]
        end
    end

    subgraph State["Distributed State"]
        RC[(Redis Cluster)]
        KB[(Event Bus)]
        ES[(Event Store)]
    end

    subgraph HITL["Human-in-the-Loop"]
        EX1[Expert\nAnalyst]
        EX2[Expert\nSenior]
        EX3[Expert\nDirector]
        DQ[Decision\nQueue]
    end

    ORC_A1 -->|Task Assignment| OSINT_Pool
    OSINT_Pool --> RC
    OSINT_Pool --> KB
    KB --> ES

    OSINT_Pool -->|Escalation| DQ
    DQ --> EX1 & EX2 & EX3
    EX1 & EX2 & EX3 -->|Decision| ORC_A1

2. Human-in-the-Loop Decision Flow

sequenceDiagram
    participant OA as OSINT Agent
    participant CL as Classifier
    participant DQ as Decision Queue
    participant EX as Expert
    participant AU as Audit Log
    participant OR as Orchestrator

    OA->>OA: Generate Assessment
    OA->>OA: Calculate Confidence Score

    alt Confidence < 70%
        OA->>CL: Uncertain Assessment
        CL->>DQ: Route to HITL (Mandatory)
        DQ->>EX: Request Additional Collection?
        EX->>AU: Log Decision + Rationale
        EX->>OA: Collection Parameters
        OA->>OA: Additional Collection
    else Confidence 70-85%
        OA->>CL: Correlation Alert
        CL->>DQ: Route to HITL (Async 24h)
        DQ->>EX: Review Alert
        EX->>AU: Log Review
        EX->>OR: Approved/Modified
    else Confidence 85-90%
        OA->>CL: Attribution Assessment
        CL->>DQ: Route to HITL (Sync Required)
        DQ->>EX: Approval Request
        Note over DQ,EX: Timeout: 1 hour
        EX->>AU: Log Decision + Evidence Review
        EX->>OR: Approved with Signature
    else Confidence > 90%
        OA->>CL: Action Recommendation
        CL->>DQ: Route to Expert Panel
        DQ->>EX: Multi-Expert Review
        Note over DQ,EX: Requires 2+ approvals
        EX->>AU: Log Panel Decision
        EX->>OR: Execute Recommendation
    end

3. OSINT Collection Pipeline

flowchart LR
    subgraph Sources["Data Sources"]
        S1[Social Media]
        S2[Web/DNS]
        S3[Threat Feeds]
        S4[Dark Web]
        S5[Public Records]
    end

    subgraph Collection["Collection Layer"]
        C1[Rate-Limited\nCollector]
        C2[Proxy\nRotation]
        C3[Anti-Fingerprint\nModule]
    end

    subgraph Processing["Processing Layer"]
        P1[Normalizer]
        P2[Deduplicator]
        P3[Enricher]
        P4[Classifier]
    end

    subgraph Analysis["Analysis Layer"]
        A1[Correlation\nEngine]
        A2[LLM\nAnalyzer]
        A3[Confidence\nScorer]
    end

    subgraph Output["Output Layer"]
        O1[IoC\nDatabase]
        O2[Report\nGenerator]
        O3[Alert\nDispatcher]
        O4[HITL\nQueue]
    end

    S1 & S2 & S3 & S4 & S5 --> C1
    C1 --> C2 --> C3
    C3 --> P1 --> P2 --> P3 --> P4
    P4 --> A1 --> A2 --> A3
    A3 --> O1 & O2 & O3 & O4

4. Security Threat Mitigations

Threat Mitigation
Poisoned Source Data Multi-source corroboration
Collection Fingerprinting Randomized patterns + proxy rotation
Intel Exfiltration Volume anomaly circuit breaker
HITL Manipulation MFA + dual approval requirements
Orchestrator Compromise Quorum + task signature validation

5. Resilience Patterns

Orchestrator Failure:

Operator Failure:

Expert Unavailability:

Network Partition:



This pattern accompanies SFAMDF Whitepaper Appendix B: OSINT Agent Implementation