- State
- Standby
- Last check
- 1m ago
- Confidence
- Baseline
- Events
- 0
- Permission
- Observe
- Next check
- 2m
NeuralOps Security Engineering
NeuralOps Autonomous Cyber Defence Engineering
AI Security Agents, Detached Defence Systems and Human-Controlled Response
Continuously observe, detect, correlate and contain infrastructure threats across VPS, Linux servers, websites, APIs, DNS and cloud environments.
Designed to detect, reduce, contain and respond to as many observable attack patterns as technically possible.
Architecture Simulation
01 OBSERVE02 RULE BLOCK03 AI CORRELATE04 APPROVAL05 STABLE
Protected Assets12
Signals Analysed4,280
Detached Guards9
Critical Events0
Response ModeOBSERVE
Risk LevelSTABLE
AvailabilityONLINE
Recovery StateVERIFIED
Simulation Only No Real Attack Traffic
Interactive Cyber Defence Simulation
A deterministic frontend demonstration of telemetry detection, specialised parsing, Smart Routing, AI analysis, deterministic verification, policy control, approval, detached response and recovery.
Defence ArchitectureDETERMINISTIC STATE MACHINE
Telemetryidle
Parseridle
Smart Routingidle
AI Agentidle
Validationidle
Policy Engineidle
Detached Guardidle
Responseidle
Verificationidle
Incident Reportidle
Ready
Select a scenario and start the safe simulation.
Human Approval Gate
High-impact action requires a decision
No action will execute without explicit approval.
AI Agent Council
Threat Detection AgentDNS Integrity AgentDDoS Analysis AgentLinux Hardening AgentWeb Security AgentIdentity AgentMalware Behaviour AgentIncident Correlation AgentResponse Planning AgentEvidence AgentAI Governance Agent
Event Timeline
SIMULATION CLOCK- Simulation ready
Detached Systems
NO CONTINUOUS LLM REQUIRED- State
- Standby
- Last check
- 2m ago
- Confidence
- Baseline
- Events
- 0
- Permission
- Recommend
- Next check
- 3m
- State
- Standby
- Last check
- 3m ago
- Confidence
- Baseline
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- 0
- Permission
- Observe
- Next check
- 4m
- State
- Standby
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- 4m ago
- Confidence
- Baseline
- Events
- 0
- Permission
- Recommend
- Next check
- 5m
- State
- Standby
- Last check
- 5m ago
- Confidence
- Baseline
- Events
- 0
- Permission
- Observe
- Next check
- 6m
- State
- Standby
- Last check
- 6m ago
- Confidence
- Baseline
- Events
- 0
- Permission
- Recommend
- Next check
- 7m
- State
- Standby
- Last check
- 7m ago
- Confidence
- Baseline
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- 0
- Permission
- Observe
- Next check
- 8m
- State
- Standby
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- 8m ago
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- Baseline
- Events
- 0
- Permission
- Recommend
- Next check
- 9m
- State
- Standby
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- 9m ago
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- Baseline
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- 0
- Permission
- Observe
- Next check
- 10m
- State
- Standby
- Last check
- 10m ago
- Confidence
- Baseline
- Events
- 0
- Permission
- Recommend
- Next check
- 11m
This demonstration uses safe, predefined frontend events only. It does not execute attacks, perform penetration testing, connect to customer systems or represent live customer telemetry.
The Engineering Problem
Modern Infrastructure Produces More Security Signals Than Small Teams Can Continuously Analyse
Fragmented logs, configuration drift, DNS manipulation, traffic floods, credential attacks, exposed services, CMS risk, API abuse and abnormal processes frequently arrive as isolated alerts. Limited SME teams must investigate them while keeping production available.
Server logsDNS changesTraffic floodsCredential attacksExposed portsCMS changesAPI abuseOutbound connectionsScanner loadAlert fatigue
SIGNAL CONSOLIDATIONSIMULATED
auth.log · failed_logindns · ttl_changednginx · rate_spikeprocess · listener_addedcms · admin_created
NORMALISE → CORRELATE → VERIFY
Seven-Layer Architecture
NeuralOps Cyber Defence Architecture
Signals move through independent parsers, smart routing, controlled AI agents, deterministic policy and detached response systems.
Telemetry and Sensors
Multiple Specialised Parsers
Each parser extracts structured security facts independently. Parser disagreement lowers confidence, prevents automatic response, triggers verification and escalates to a human reviewer.
Smart Security Routing
Routes each signal to a rule, signature, threshold, parser, anomaly detector, small model, advanced reasoning model or security engineer based on severity, confidence, asset, sensitivity, blast radius, cost, urgency and required accuracy.
AI Security Agent Council
No agent has unrestricted authority. Important decisions use multi-agent comparison, deterministic verification, confidence thresholds, policy validation and approval gates.
Policy and Decision Engine
Detached Defence Systems
Independent, lightweight, purpose-specific guards continue operating without continuous LLM inference.
Controlled Response
Notify, create an incident, collect evidence, increase monitoring, activate rate limits, temporarily block an IP, restrict exposed services, isolate suspicious processes, quarantine files, disable compromised credentials, apply temporary firewall rules, switch traffic to a protected route, generate remediation commands, verify recovery and roll back unsafe changes. ASN blocking is available only when explicitly authorised. High-impact action requires approval unless explicitly pre-authorised.
Independent Protection Rack
Detached Defence Systems
Each guard maintains its own state, rules, schedule, evidence, confidence, baseline, incident history, response permissions and rollback information.
01DETACHED
DNS Integrity Guard
DNS records, nameservers, TTL, DNSSEC visibility, certificate alignment and registrar state.
Controlled responseVerify through independent resolvers; alert, preserve baseline, restrict changes and initiate registrar investigation.
02DETACHED
DDoS Early-Warning Guard
Request rate, connections, SYN behaviour, endpoint repetition, geography, ASN concentration, entropy, saturation and origin health.
Controlled responseProgressive rate limits, connection limits, challenge mode, cache activation, WAF rules and upstream escalation.
03DETACHED
SSH and Credential Guard
Failed logins, spraying, stuffing, new keys, unusual sudo, root attempts and authentication drift.
Controlled responseTemporary source block, evidence capture, key-rotation workflow and approved session termination.
04DETACHED
Web Application Guard
Injection indicators, traversal, file inclusion, malicious uploads, admin anomalies, webshell and defacement indicators.
Controlled responseIncrease telemetry, apply defensive WAF policy, isolate suspicious files and request review.
05DETACHED
API Behaviour Guard
Volume anomalies, token abuse, enumeration, failed authorisation, scraping, replay and unexpected data volume.
Controlled responseRate limit, restrict tokens, create incident and escalate broken-access-control indicators.
06DETACHED
Process and Persistence Guard
New processes, parent-child anomalies, listeners, cron, systemd persistence, privilege changes and outbound connections.
Controlled responseIsolate process with approval, preserve evidence, restrict service and verify recovery.
07DETACHED
File Integrity Guard
Protected configuration, web root, application code, SSH, cron, services and sensitive environment files.
Controlled responseCompare cryptographic hashes, quarantine with policy approval and restore approved baseline.
08DETACHED
Data Exfiltration Guard
Outbound traffic, archive creation, large transfers, cloud destinations, exports and sensitive path access.
Controlled responseIncrease observation, restrict route, preserve evidence and escalate for containment approval.
09DETACHED
CMS Protection Guard
WordPress, Joomla, Drupal, OpenCart, Magento and Laravel changes, admins, backups, debug mode and scheduled tasks.
Controlled responseRestrict admin path, quarantine unauthorised changes and generate verified remediation.
10DETACHED
Resource Exhaustion Guard
CPU, memory, disk, inode, process count, database pools, workers, queues and log growth.
Controlled responseDifferentiate growth, defects, leaks, scanning, DDoS and cryptomining indicators before action.
11DETACHED
Certificate and TLS Guard
Expiry, issuer changes, hostname mismatch, weak protocols, chain faults, replacements and redirects.
Controlled responseNotify, preserve evidence, generate renewal plan and validate the repaired chain.
12DETACHED
Backup and Recovery Integrity Guard
Completion, age, encryption, integrity tests, restore tests, deletion and abnormal access.
Controlled responseLock investigation state, notify owners and request approved recovery verification.
DNS controls cannot stop every form of poisoning from local software alone. Large volumetric DDoS attacks require CDN, Anycast, upstream filtering or dedicated traffic-scrubbing services.
Defensible Scope
Attack Coverage Matrix
Coverage indicates observable engineering capability, not guaranteed prevention.
| Threat Category | Detection | Detached Guard | Possible Response | Human Approval |
|---|---|---|---|---|
| DNS poisoning indicators | Observe / Correlate | DNS Integrity | Verify independent resolvers | Yes |
| DNS hijacking | Detect / Escalate | DNS Integrity | Restrict changes; registrar workflow | Yes |
| DNS amplification exposure | Detect | DNS Integrity | Harden resolver policy | Yes |
| Volumetric DDoS | Observe / Escalate | DDoS Warning | Requires External Provider | External |
| Protocol DDoS | Detect / Contain | DDoS Warning | Connection limits; provider escalation | Policy |
| Application-layer DDoS | Detect / Contain | DDoS Warning | Rate limit, cache, challenge | Policy |
| Brute force | Detect / Contain | SSH Guard | Temporary source block | Policy |
| Credential stuffing | Correlate / Contain | Identity Guard | Restrict source and token | Yes |
| Password spraying | Detect / Correlate | Identity Guard | Temporary rate controls | Policy |
| Web exploitation indicators | Detect / Correlate | Web App Guard | WAF policy and evidence | Yes |
| Malicious file upload | Detect / Contain | Web App Guard | Quarantine candidate | Yes |
| Webshell behaviour | Correlate / Escalate | Process Guard | Isolate process and preserve evidence | Yes |
| Exposed database | Detect | Network Guard | Restrict exposed service | Yes |
| Exposed Redis | Detect | Network Guard | Restrict exposed service | Yes |
| Exposed environment file | Detect / Contain | File Guard | Restrict path and rotate secrets | Yes |
| Privilege escalation indicators | Correlate / Escalate | Process Guard | Terminate approved session | Yes |
| Suspicious cron persistence | Detect / Contain | Process Guard | Disable job with rollback | Yes |
| Malicious process | Correlate / Contain | Process Guard | Isolate with approval | Yes |
| Data exfiltration | Correlate / Escalate | Exfiltration Guard | Restrict route and preserve evidence | Yes |
| API abuse | Detect / Contain | API Guard | Rate limit and restrict token | Policy |
| Bot traffic | Detect / Contain | DDoS Warning | Challenge or rate limit | Policy |
| Defacement | Detect / Correlate | File Guard | Preserve, isolate, restore approved state | Yes |
| SSL expiry | Observe / Detect | TLS Guard | Renewal workflow | Policy |
| Configuration drift | Detect | File Guard | Generate reviewed correction | Yes |
| Supply-chain file changes | Correlate / Escalate | File Guard | Quarantine and verify provenance | Yes |
| Resource exhaustion | Detect / Correlate | Resource Guard | Limit workload after classification | Policy |
Incident Operations
Evidence Before Action
Example: abnormal DNS record change + certificate mismatch + admin login anomaly. Three independent signals raise confidence before escalation.
- 01Signal Detected
- 02Parse and Normalise
- 03Compare Baseline
- 04Correlate Events
- 05Calculate Confidence
- 06Classify Severity
- 07Select Policy
- 08Approval Gate
- 09Limited Response
- 10Verify Result
- 11Rollback if Unsafe
- 12Preserve Evidence
- 13Incident Report
- 14Update Detached State
DNS record changed+Certificate mismatch+Admin anomaly=HIGH-CONFIDENCE ESCALATION
Controlled Autonomy
Four Operational Modes
Mode 1 is the default. Operational mode depends on deployment configuration and owner approval.
Observe
Read-only collection, evidence and reporting. No infrastructure changes. Default mode.
DEFAULTRecommend
Generate exact remediation plans. Every action requires owner approval.
Guarded Response
Pre-approved low-risk controls, short-duration blocks, enhanced logs and automatic rollback.
Managed Autonomous Defence
Policy-controlled limited scope, defined blast radius, verification, human override and emergency stop.
Agent Governance
Securing the Security Agents
The architecture is designed so untrusted log, webpage or external text cannot directly become an executable command. When deployed, agents can use least-privilege tools, isolated execution, signed definitions, strict validation, prompt-injection filtering, memory isolation, command allowlists, simulation, short-lived credentials, vault integration, integrity-protected logs, rate limits, model fallback and an emergency kill switch.
Untrusted TelemetrySanitisationStructured ParsingAgent AnalysisDeterministic ValidationPolicy CheckApproval GateLimited ExecutionResult Verification
Architectural Principle
Zero Trust and Identity
Zero Trust is not a single product. NeuralOps applies verify-explicitly, least-privilege and continuous-evaluation principles across assets, services, machines, agents and tools.
Engineering Domains
Security Engineering Modules
Infrastructure Defence
- Linux Server Audit
- SSH Hardening
- Firewall State
- Port Exposure
- Process Integrity
- Service Configuration
- Privilege Review
- Persistence Detection
Network and DNS Defence
- DNS Integrity
- Resolver Comparison
- DNSSEC Visibility
- Traffic Baseline
- DDoS Early Warning
- Connection Anomaly
- Outbound Network Monitoring
Application Defence
- Website Security
- API Security
- CMS Security
- JavaScript Exposure
- Security Headers
- SSL/TLS
- File Integrity
- Secret Exposure Detection
Identity Defence
- Login Anomaly
- Credential Attack Detection
- New User Detection
- SSH Key Monitoring
- Privilege Escalation Indicators
- Access Policy Drift
Incident Operations
- Correlation
- Severity Scoring
- Evidence Timeline
- Response Planning
- Approval Workflow
- Containment
- Recovery Verification
- Executive Reporting
Simulated Engineering Demonstration
Security Operations Dashboard
Illustrative interface only. No customer telemetry is displayed.
Overall Defence PostureSTABLEObserve mode · approval enforced · risk trend ↓
Protected assets12
Detached systems9
Open incidents3
Critical signals0
MTTA4m 12s
MTTC18m 40s
Integrity and Pressure
Approval and Containment
APR-019 Temporary API token restriction REVIEW
APR-020 Process isolation request REVIEW
ACT-031 Recent rate-limit containment VERIFIED
RBK-006 Firewall rollback verified SAFE
Detached State Engine
Independently Stateful Defence
Unchanged areas do not require full rescanning. Critical signals trigger immediate re-evaluation. Deterministic checks remain active without continuous LLM usage; AI is invoked for context, ambiguity or cross-signal reasoning. Production state updates should be signed or integrity-protected, with corrupted state configured to fail safely.
dns_integrity_statetraffic_baseline_stateddos_pressure_statessh_auth_statefirewall_policy_stateprocess_integrity_statefile_integrity_stateoutbound_connection_statecms_security_stateapi_behaviour_statecertificate_stateincident_correlation_stateresponse_approval_statecontainment_staterollback_stateevidence_timeline_stateDeployment Models
Security Controls Where They Are Needed
Capabilities depend on available permissions, infrastructure, telemetry and network position.
Lightweight VPS Deployment
Local detached guards, read-only collectors, low-resource operation and remote reporting.
Private Server Deployment
Customer-controlled infrastructure, private agent gateway, VPN or allowlisted access and local evidence.
Hybrid Security Deployment
Local deterministic guards, central AI analysis, encrypted telemetry and customer-controlled approvals.
SOC Integration
SIEM forwarding, webhooks, tickets, API integration, incident escalation and evidence export.
Evidence and Reporting
Incident Report Preview
Reports preserve provenance, confidence, limitations and approval state while redacting secrets.
Sensitive value detected value redacted.
- Timestamp
- 2026-08-02 02:18 UTC
- Affected assets
- dns-primary · web-origin-02
- Detection source
- DNS parser · TLS guard · identity parser
- Correlated signals
- DNS drift · TLS mismatch · admin anomaly
- Confidence
- 0.91 · independently verified
- Severity
- High
- Suspected category
- Account compromise / DNS change
- MITRE ATT&CK
- Mapped where evidence supports it
- Evidence summary
- Three time-aligned signals preserved with hashes
- Actions performed
- Evidence preserved; monitoring increased
- Awaiting approval
- Restrict DNS changes; revoke session
- Rollback
- Baseline available · not executed
- Recovery verification
- Pending authorised containment
- Recommended next steps
- Validate registrar session and rotate credentials
- Limitations
- Registrar telemetry not connected
Safety and Governance
Restricted by Design
Designed to minimise operational risk through restricted permissions, policy controls, verification and rollback.
Read-only by defaultLeast privilegeNo unrestricted shellNo exploitation or brute-force testingNo automatic destructive changesNo hidden remediationSecrets redactedEvidence preservedAction simulation before executionExplicit blast-radius limitsHuman approvalRollback supportIntegrity-protected action logEmergency stopDeployment-specific retention
Professional Disclaimer
A Complementary Cybersecurity Engineering Layer
NeuralOps Autonomous Cyber Defence does not guarantee prevention of every attack and does not replace certified cybersecurity professionals, penetration testing, digital forensics, incident response specialists, regulatory assessments, enterprise endpoint security, upstream protection, CDN or traffic-scrubbing services.
Protection effectiveness depends on deployment architecture, granted permissions, telemetry availability, response policy, network location, upstream provider capabilities, asset configuration and human review.
For suspected compromise, regulated systems, payment infrastructure, personal data platforms or critical infrastructure, engage qualified cybersecurity professionals.
Design a Controlled Deployment
