05 / Capabilities

Skills mapped to proof.

Every highlighted capability connects to a project, internship, report, or hands-on lab.

Wazuh, Elastic Stack, Suricata, MITRE ATT&CK, alert triage, log analysis, threat detection.

Proof: AI-APW · HTB · CyberDefenders

Linux, webOS OSE, Netfilter, iptables/nftables, VLAN, IPv4/IPv6, Scapy, packet analysis.

Proof: LG lab reports · firewall-manager

Burp Suite, Nmap, Nuclei, Nessus, manual web testing, source review, remediation reporting.

Proof: Fore-Z · PortSwigger · HTB

SCA, SBOM concepts, FOSSLight Yocto, CPE/PURL, CVE triage, patch/backport validation.

Proof: individual OSSVS report

Python, Shell, SQL, Git, Flask, Docker, JSON logging, systemd, test-driven validation.

Proof: public source code · LG labs

LLM-assisted triage, prompt engineering, Pandas, NumPy, scikit-learn, SHAP explainability.

Proof: AI-APW · Cerebrus · AI in Action

04 / Applied learning

Practice that compounds.

HTB

Completed path

Hands-on security monitoring, traffic analysis, incident investigation, and defensive workflows.

171

Completed labs

I’ve completed 171 labs, practising SQL injection, XSS, authentication, access control, SSRF, file upload, and other web security topics.

80%

Path progress

Structured progression through reconnaissance, web testing, exploitation, and reporting foundations.

DFIR

Hands-on labs

Log analysis, threat detection, network traffic analysis, and incident investigation practice.

SOC / DFIR focus