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Wayne AI Engine

Meet Wayne

Your virtual network and security analyst that runs locally on your GPU. Wayne monitors, detects, diagnoses, patches, and fixes — autonomously. No cloud calls. Your data never leaves your building.

What Wayne does
Wayne isn't a chatbot with a fancy interface. He's an autonomous operations engine powered by your local GPU with 113 tools, 75 knowledge bases, and the ability to take action.
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Detects threats in real-time

96 detection rules, SIGMA engine, MITRE ATT&CK mapping, IOC matching, behavioral analytics. Wayne catches brute force attacks, ransomware, lateral movement, data exfiltration, and privilege escalation as they happen.

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Diagnoses root causes

Wayne doesn't just say "interface down." He tells you the port has 847 CRC errors, the SFP module is reporting low optical power, the cable was moved during last night's maintenance window, and the same thing happened 3 weeks ago on a different switch.

Fixes problems automatically

Clear stuck print queues. Restart failed services. Block malicious IPs. Isolate compromised hosts. Run remediation playbooks. Wayne acts first, reports after — for safe, reversible actions.

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Patches workstations by group

Wayne scans every Windows agent for pending updates at noon daily. Ask him to "create RFC to patch servers" — he enumerates every KB, builds the change request, and schedules it to your maintenance window. Approve it and Wayne deploys automatically.

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Predicts failures before they happen

Disk filling at 2% per day? Wayne knows it'll be full in 12 days. Certificate expiring in 9 days? Wayne warns you now. Bandwidth trending up? Wayne forecasts when you'll hit capacity.

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Discovers your entire network

Ping sweep, SNMP probe, CDP/LLDP neighbor discovery, ARP tables, MAC tables, routing tables. Wayne finds every device, identifies every vendor, and maps every connection — through your on-prem collector.

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Monitors your databases

Auto-detects SQL Server, MySQL, PostgreSQL, Redis, and MongoDB. Checks connections, slow queries, replication lag, backup status — all through the local agent, no credentials stored in the cloud.

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Manages changes with ITIL workflow

RFC creation, risk assessment, CAB approval, scheduled execution, post-implementation review. Wayne creates change requests, waits for approval, then executes automatically during maintenance windows.

Talk to Wayne like a colleague
Ask in plain English. Wayne understands context, remembers your infrastructure, and gives answers a senior engineer would give.
Network Troubleshooting
YouThe warehouse WiFi is slow, what's going on?
WayneAP-WAREHOUSE-02 has 47 clients on channel 6 with a noise floor of -78 dBm — that's heavily congested. The access point next to it (AP-WAREHOUSE-01) only has 8 clients on channel 11. I'd recommend moving AP-02 to channel 11 or 149 (5GHz). Also, I see 3 clients repeatedly deauthenticating — could be a rogue AP. Want me to run a wireless scan?
Security Investigation
YouWe're getting a lot of failed login attempts on the DC
WayneI see 2,847 failed logon events (Event ID 4625) on DC-01 in the last 4 hours from IP 10.1.50.23. That's WORKSTATION-MIKE in Accounting. The attempts are using 14 different usernames — classic credential stuffing pattern. This maps to MITRE T1110.003 (Password Spraying). I've already blocked 10.1.50.23 at the firewall and flagged the workstation for investigation. Mike's account is not compromised — none of the attempts succeeded.
Discovery & Onboarding
Youscan 10.1.1.0/24 and add any new devices
Wayne🔍 Scanning 10.1.1.0/24 via collector HQ-COL-01... Done! Found 23 hosts alive, 18 with SNMP. Auto-imported 5 new devices: Cisco 2960X switch (10.1.1.2), FortiGate 60F firewall (10.1.1.1), 2 HP ProLiant servers (10.1.1.10-11), and a Synology NAS (10.1.1.50). All are now being monitored. The other 18 were already in the system.
Predictive Analysis
Youanything I should worry about this week?
WayneThree things on my radar:

1. SSL certificate on mail.yourcompany.com expires in 6 days. Renew before Friday or email clients will show security warnings.

2. SAN storage is at 84% capacity, growing ~1.2% per day. At this rate you'll hit 95% in 9 days. Consider archiving old backups or expanding the volume.

3. UPS battery on the second floor is at 62% — it was at 78% last month. That's degrading faster than normal. I'd schedule a replacement within 30 days.
Configuration & Change Management
Youdid anyone change the core switch config?
WayneYes — the running config on SW-CORE-01 changed at 2:14 AM today. Comparing with the last backup: 3 lines were added to interface Gi0/48 enabling a new VLAN (VLAN 150). The change was made from console (not SSH), and there's no matching change ticket in the system. This is an unauthorized change. Want me to open a ticket and notify the on-call team?
Wayne's knowledge
Over 50 technology domains. Wayne doesn't guess — he knows protocols, CLI syntax, log formats, OIDs, and troubleshooting procedures for every major vendor.
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Cisco IOS/NX-OS
Routers, switches, ASA
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Fortinet
FortiGate, FortiSwitch
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Palo Alto
PAN-OS, Panorama
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Juniper
Junos, SRX, EX
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Windows Server
AD, GPO, DNS, DHCP
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Linux
Ubuntu, RHEL, CentOS
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VMware
vSphere, ESXi, vCenter
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SNMP/MIBs
v2c, v3, traps, OIDs
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Wireless
Cisco WLC, Aruba, Ubiquiti
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Exchange/M365
Mail flow, hybrid, EXO
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Active Directory
FSMO, Kerberos, GPO
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DNS/DHCP
Bind, Windows DNS, scopes
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Storage/SAN
iSCSI, NFS, RAID, LUNs
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Printers
Toner, queues, drivers
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VoIP
SIP, RTP, QoS, jitter
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EDR/XDR
CrowdStrike, Defender, S1
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Load Balancers
F5, HAProxy, Nginx
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Backup/DR
Veeam, Commvault, Zerto
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Containers
Docker, Kubernetes
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AWS/Azure/GCP
VPC, IAM, S3, security
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ITIL/ITSM
Incidents, changes, SLAs
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Compliance
PCI-DSS, HIPAA, SOC2
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Packet Capture
Wireshark, tshark, tcpdump
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Penetration Testing
OWASP, Nmap, vulns
How Wayne works
Wayne processes data from your entire infrastructure in real-time, correlates events, and takes action — all in seconds.
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Collect

Collectors push SNMP, syslog, NetFlow, traps, and agent data every 30 seconds

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Correlate

Wayne cross-references events across devices, logs, and metrics to find patterns

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Analyze

113 AI tools process the data locally on your GPU: SIEM, UEBA, predictive, causal, patch management

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Act

Wayne alerts, diagnoses, and remediates — or asks you before taking risky actions

113 tools. 10 specialized engines
Wayne isn't one AI model. He's ten engines with 113 tools working together on your local GPU, each specialized for a different aspect of infrastructure operations.
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Reasoning Engine

Natural language understanding, context awareness, multi-step diagnosis, infrastructure state analysis

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SIEM Engine

96 detection rules, SIGMA, MITRE mapping, log correlation, alert triage, forensic timeline

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UEBA Engine

User and entity behavioral analytics, baseline learning, anomaly scoring, insider threat detection

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Predictive Engine

Trend analysis, capacity forecasting, failure prediction, certificate and license expiry tracking

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Causal Engine

Dependency mapping, blast radius analysis, root cause chain, impact assessment

Remediation Engine

Playbook execution, safe action determination, automated fixes, rollback capability

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Threat Hunting Engine

IOC matching, threat intelligence feeds, proactive scanning, TAXII/STIX integration

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Knowledge Engine

50+ technology domains, vendor-specific expertise, protocol knowledge, best practices

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Red Team Engine

Vulnerability assessment, attack simulation, security posture scoring, penetration test analysis

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Memory Engine

Conversation context, infrastructure state recall, incident history, pattern recognition over time

Wayne works while you sleep

Wayne doesn't wait for you to ask. In autonomous mode, he continuously monitors your infrastructure and takes action on his own:

  • Detects a switch port flapping at 2 AM — disables the port, creates a ticket, and notifies on-call
  • Spots a disk filling up on the file server — identifies the largest files, archives old logs, and reports what he did
  • Sees 500 failed SSH attempts from an unknown IP — blocks it at the firewall immediately
  • Scans all workstations for Windows Updates at noon — finds 12 critical patches across 47 devices, creates an RFC with every KB listed
  • Notices a config change on the core router with no matching change ticket — alerts the team and saves the diff
  • Finds SQL Server on a database host with 200+ slow queries — reports the top offenders and recommends index changes
  • Detects a certificate expiring in 3 days — opens a ticket and escalates to the right person
  • Correlates a spike in DNS queries with a new process on a workstation — flags potential C2 beacon activity
  • Generates a morning briefing before your team arrives — everything that happened overnight, prioritized
Wayne vs generic AI
Wayne isn't ChatGPT with a network plugin. He's purpose-built for infrastructure operations.
CapabilityGeneric AI ChatbotBasic Monitoring AIWayne AI
Knows your live infrastructure state
Queries your actual devices via SNMP/SSH
Takes remediation actions
SIEM correlation with 96 detection rules
Windows patch management with RFC
Runs 100% on-premises (your GPU)
Predicts failures from trendsBasic
Runs autonomously 24/7
Understands 50+ vendor CLIsPartial
Remembers your past incidents
ITIL change management workflow
Zero cloud dependency / air-gap

Put Wayne to work on your network

Deploy on your hardware. Wayne runs on your GPU — no cloud, no API calls, no data leaving your building. Community tier is free forever.

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