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I help small and mid-size businesses stop doing manually what AI can now handle. I design and build agentic workflows — systems where AI agents plan, decide, and act — using Python and LLMs, deployed to actually work in real businesses. Here's what's different about how I do it: I spent 25 years building mission-critical systems for the enterprise — including a decade at JPMorgan as a VP engineer on FX trading and risk platforms, and most recently building security automation (SOAR) at a global bank. I'm CISSP-certified. So when I build automation for your business, it's secure by design and built to actually hold up — not a fragile proof-of-concept that breaks the first time something unexpected happens. Most of my clients aren't tech companies. They're engineering firms, professional-services businesses, and ops-heavy SMEs with real workflow bottlenecks who aren't sure AI can help them. My job is to find where it can, build something practical, and make sure it sticks. What I bring: — Python automation: scripting, API integrations, data pipelines, orchestration — LLM & agentic systems: Claude, local Ollama models, agentic frameworks, RAG — Enterprise-grade engineering discipline — reliability, security, and systems that don't fall over — SME-ready deployment: I build for businesses without a dedicated IT team I work best with clients who have a real problem and want a working solution, not a demo that never ships. I ask questions upfront, communicate clearly, and don't disappear mid-project. Based in Singapore. Available async across APAC, EU, and US timezones.

*Penetration Testing * CEH CERTIFIED ENGINEER ISO Lead Auditor Web Application /Mobile Application / Infrastructure /Desktop Application/ Source Code Assisment BruteForce Assessment : Hydra , Ncrack DOS Assessment : LOIC Protocol Assessment : Nmap , Hping Directory Assessment : Dirbuster, Gobuster Web Assessment : Burpsuite Host Assessment : Nessus * Network Infrastructure Development * (Routing / Switching / Collaboration) *Network Security Implementations* (Next Generation Firewalls / Load Balancing ( LTM + GTM )/ Web Proxy/VPN/SSL/TLS) * Cloud Engineer* (Architecture/Implementation/Maintenance) *Telecommunication Engineer* (2G/3G/4G Architecture) Skills and Product Experience Terminologies. Related Technologies Routing technologies Static/Floating Routing, RIP, OSPF,EIGRP,BGP,MPLS Switching Technologies VLAN, STP,VTP, DTP,CDP,RSTP,PVST, HSRP,GLBP WAN Connectivity Leased Line, HDLC, PPP , GRE Fake Tunnels, Metro-Ethernet, DSL, VPNV4 MPLS Hardware(Routers) Cisco 7600, MWR2941, ASR901, Cisco 1800, Juniper (MX80,MX240) Hardware (switches) Cisco Catalyst Series (2960,3650) ,Juniper QFX series, Nexus 6k and 7k Hardware(Firewalls ) Juniper SRX 1500 , Net screen, Palo Alto (PA 5060, 7050,5050) , ASA Load Balancer F5 LTM,GTM , F5 VE Proxy McAfee Web gateway Proxy Infrastructure Security. Kali, Metasploit, Nessus, Qualys, Splunk, Qradar Web Security Burp Suite, Sqlmap, Veracode, Netsparker, Msfvenom , Hydra, LOIC, Sublist3r Security Frameworks Mitre ATT&CK, NIST, CIS, ISO 27001

I'm Finance professional with more than 20 years of experiences. From Cost accountant, supply chain finance, Controllership, FP&A, Strategy finance including Project Management Finance.

10 years + experience with various professional firms, MNCs, SMEs, Startups in audit, analyst, and accounting roles.

I excel in social media marketing, public relations, and administrative support with over 4 years of diverse experience. My role as a Personal Assistant to a Managing Director has honed my organizational and scheduling skills, ensuring seamless operations. I communicate effectively and build strong relationships with clients and stakeholders, driving successful collaborations. My background in communications equips me to convey messages that resonate, making me an asset for projects that require strategic outreach and engagement. Whether it’s developing social media strategies or managing day-to-day operations, I consistently deliver quality results. If you are seeking a reliable professional to enhance your team's productivity and communication efforts, let's connect to discuss how I can contribute to your success.

Over 6 years professional experience in the field of accounting and consulting services for both public and private sector.