OwlEyeEngine • Kernel eBPF Telemetry & Active Defense

Sub-Microsecond Kernel Observability, Autonomous EDR/XDR Defense & OCSF SIEM Integration

    ^...^
   / o o \   "Sub-microsecond kernel observability, zero-overhead ring buffers,
   |  Y  |    and deterministic active defense across the system call horizon."
    V v V    OwlEyeEngine v4.0 Enterprise Architecture

A low-level kernel telemetry and automated active defense platform intercepting syscall transitions via Linux eBPF probes and Windows ETW tracepoints, mapping threat vectors to MITRE ATT&CK, and enforcing instant packet/PID mitigation.

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1. Abstract & System Architecture

Traditional user-space endpoint detection agents suffer from inherent blind spots: unhookable syscall wrappers, user-space tampering, and memory latency overhead.

OwlEyeEngine operates directly at the operating system kernel boundary:

• Kernel-Space Hooking: Injects non-blocking eBPF C probes (sys_enter_execve, sys_enter_connect, sys_enter_kill) within Linux, and Event Tracing for Windows (ETW) on NT kernels, extracting telemetry into lockless ring buffers with sub-microsecond latency.
• MITRE ATT&CK Matrix Correlation: Heuristic engine continuously evaluates execution traces against tactical matrices (Execution, Discovery, C2, Privilege Escalation).
• Automated Active Mitigation: Instant bidirectional firewall injection via nftables / iptables / netsh and deterministic task eviction (SIGKILL) upon malicious signature threshold breach.
• OCSF & Prometheus Integration: Direct export to modern SOC infrastructure via Open Cybersecurity Schema Framework (OCSF v1.1) and native Prometheus /metrics.

┌────────────────────────────────────────────────────────────────────────┐
│                        KERNEL SPACE OBSERVABILITY                      │
│   [eBPF C Probes / Tracepoints] ──► [Lockless BPF Ring Buffer]         │
│   [Windows ETW Kernel Sessions] ──► [Sub-Microsecond Dispatch]         │
└──────────────────────────────────┬─────────────────────────────────────┘
                                   │
                                   ▼
┌────────────────────────────────────────────────────────────────────────┐
│                 HEURISTIC CORRELATION & THREAT TRIAGE                  │
│    • MITRE ATT&CK Engine (T1059, T1046, T1071, T1036, T1068)           │
│    • Tokenized Behavioral Classifier: Anomaly Scoring Vector           │
│    • System Call Frequency Analysis: $\Delta \tau_{\text{burst}}$      │
└──────────────────────────────────┬─────────────────────────────────────┘
                                   │
         ┌─────────────────────────┴─────────────────────────┐
         ▼                                                   ▼
┌──────────────────────────────────┐        ┌──────────────────────────────────┐
│      TELEMETRY EXPORT ENGINE     │        │     AUTONOMOUS ACTIVE DEFENDER   │
│   Prometheus `/metrics` Scraper  │        │   Kernel `nftables` Drop Rules   │
│   OCSF v1.1 JSON Batch Streamer  │        │   Deterministic Process Eviction │
│   Server-Sent Events (SSE) Wire  │        │   Quarantine Vault Isolation     │
└──────────────────────────────────┘        └──────────────────────────────────┘

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2. Low-Level Kernel Specifications & Mathematical Formalism

2.1. Kernel-Space Syscall Interception (ebpf_probe.c)

Probes hook into the tracepoint subsystem, eliminating context-switch penalties:

• tracepoint/syscalls/sys_enter_execve: Traverses process argument vectors and environment flags.
• tracepoint/syscalls/sys_enter_connect: Captures target IPv4/IPv6 socket structures prior to TCP handshake completion.
• tracepoint/syscalls/sys_enter_kill: Audits inter-process signal terminations to prevent watchdog evasion.

2.2. Ring Buffer Burst & Ingestion Rate

Let $E_i$ represent a kernel event tuple $\langle \text{PID}, \text{Syscall}, \text{Timestamp}, \vec{\theta} \rangle$. The circular BPF ring buffer throughput adheres to:

$$\mathcal{T}_{\text{drain}} \ge \sum_{k=1}^{M} \lambda_k \cdot \text{sizeof}(E_k)$$

Where lockless atomic head/tail pointers guarantee zero packet loss under sustained burst volumes ($\ge 50,000 \text{ events/sec}$).

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3. MITRE ATT&CK Matrix Alignment

Tactic	Technique ID	Behavioral Pattern Detected	Active Defense Triggered
Execution	T1059.004	Shell spawning from non-interactive system daemons	Process group termination (SIGKILL)
Discovery	T1046	Systematic TCP SYN scanning across subnet blocks	Instant IP isolation via nftables drop
Command & Control	T1071	Uncorrelated outbound sockets to threat intel feeds	Socket eviction & routing sinkhole
Defense Evasion	T1036	Execution of stripped binaries originating from /tmp	File isolation to Quarantine Vault
Privilege Escalation	T1055	Foreign memory injection and unapproved ptrace hooks	Memory segment unmapping & audit alert

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4. Systems Directory Hierarchy

OwlEyeEngine/
├── ebpf_probe.c             # C source for Linux kernel eBPF tracepoint probes
├── kernel_telemetry.py      # Python BPF/ETW ring buffer consumer & telemetry mapper
├── active_defender.py       # nftables, iptables & netsh firewall injection engine
├── heuristic_analyzer.py    # MITRE ATT&CK tactical correlation & anomaly scoring
├── sentry.py                # Main daemon supervisor & event dispatcher
├── owleye_cli.py            # Administrative CLI for operations & SOC analysts
├── web_dashboard.py         # FastAPI async REST API & telemetry streamer
├── packaging/
│   ├── systemd/             # Hardened systemd service descriptor (`owleye.service`)
│   └── install_enterprise.sh# Automated enterprise installation script
└── quarantine_vault/        # Cryptographically isolated malware containment

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5. Development Runtime & Operational Lifecycle

Prerequisites

• Linux Kernel: $\ge 5.8$ (with CONFIG_BPF=y, CONFIG_BPF_SYSCALL=y, CONFIG_NETFILTER=y) or Windows 10/11 / Server 2019+
• Python: $\ge 3.10$ LTS

Installation & Deployment

Option A: Automated Linux Enterprise Node Deployment

# Clone the repository
git clone https://github.com/ExeDevCentral/OwlEyeEngine.git
cd OwlEyeEngine

# Execute enterprise installer (probes, dependencies & systemd registration)
sudo bash packaging/install_enterprise.sh

# Verify operational status
sudo systemctl status owleye

Option B: Standalone Python Runtime (Development & Testing)

# Install core dependencies and package in editable mode
pip install -r requirements.txt
pip install -e .

# Launch security engine daemon
python sentry.py

Option C: Dockerized Deployment

# Production deployment with Linux kernel capabilities
docker compose up -d owleye

# Staging demo mode
docker compose --profile demo up -d owleye-demo

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6. Command Line Interface (owleye)

The platform includes a dedicated systems CLI for SOC analysts and site reliability engineers:

# Probe agent health, kernel hooks, and memory allocation
owleye status

# Inspect host kernel capabilities (eBPF, JIT compiler, ETW, Netlink)
owleye kernel

# Stream intercepted system calls live to stdout
owleye stream

# Fetch instantaneous Prometheus metrics snapshot
owleye metrics

# Dynamically inject IP isolation rule into kernel firewall
owleye block 198.51.100.7 --reason "Brute-force attack detected"
owleye unblock 198.51.100.7

# Forcefully evict malicious process tree by PID
owleye kill 4921 --reason "Unauthorized binary execution in /tmp"

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7. Telemetry & Integration Endpoints

Endpoint	Protocol	Payload Type	Description
/metrics	GET	OpenMetrics	Direct Prometheus / Datadog scraping endpoint
/api/kernel/status	GET	JSON	Hook latency (µs), throughput, and ring buffer utilization
/api/telemetry/stream	GET	SSE	Real-time Server-Sent Events stream for live SOC terminals
/api/telemetry/export	GET	JSON	OCSF v1.1 compliance batches for SIEM ingestion
/api/mitre/matrix	GET	JSON	Live threat distribution mapped to MITRE ATT&CK
/api/actions/kill	POST	JSON	Active mitigation: Targeted process tree eviction
/api/actions/block_ip	POST	JSON	Active mitigation: Kernel firewall block injection
/dashboard	GET	HTML	Interactive low-latency Cyberpunk Operations Dashboard

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8. License

Distributed under the MIT License. Engineered for defensive cybersecurity research and enterprise host observability.

_{Engineered by ExeDevCentral.}