Headline

AI Systems Engineer | Agentic AI, World Models & Embodied Intelligence

About

With over 8 years of diverse experience, I specialize in system architecture, agentic AI development, and knowledge graphs. Most recently, I contributed to AI and product-system opportunities at a confidential defense technology company, focusing on developing architecture and product concepts for communication systems in constrained environments. My work emphasized enhancing AI capabilities while ensuring reliability and maintaining core communication functionalities. As a former founder of two businesses, I led initiatives to develop AI-based platforms for founder evaluation and advanced conversational tools, collaborating with startups and institutional stakeholders. My expertise extends to embedded systems, robotics, and IoT, with a proven track record of delivering solutions that span design, electronics, firmware, and software. I am passionate about tackling complex challenges that demand innovative, real-world AI applications.

Location

Bengaluru

AI stack

claude code

hermes agent

hugging face

langchain

langgraph

RunPod

Work experience

AI & Product Systems Consultant at Confidential Defence Technology Company, Jan 2026 - Jul 2026 · 7 mos, On-site, • Consulted on AI and product-system opportunities for tactical and off-grid communication systems. • Developed architecture and product concepts for bounded intelligence in communication-constrained environments. • Focused on enhancing AI capabilities while maintaining reliability and core communication behavior.

Founder at Stealth, Oct 2024 - Oct 2025 · 1 yr 1 mo, India, • Founded an AI-based platform for founder evaluation and pitch simulation, enhancing fundraising conversations. • Developed advanced systems for conversational AI, voice interaction, and transcript analysis to provide structured feedback. • Collaborated directly with founders and explored institutional use cases within the startup ecosystem in India.

Founder at Cerebralx, Oct 2019 - Jul 2024 · 4 yrs 10 mos, India, - Founder and Principal Developer at Cerebralx - Spearheading diverse project development endeavors across the company - Focusing on systems engineering with over 70% time allocation - Proficiency in a wide range of domains: design, electronics, firmware, and software - Expertise in crafting intricate electrical circuits and innovative printed circuit board layouts - Adept in firmware development employing python and various programming languages - Successfully deploying high-speed, low-latency communication protocols - Multitasking and threading machine learning algorithms in Python - Pioneered real-time thought decoding on resource-limited hardware - Open to connecting with professionals keen on design, electronics, firmware, software, and advanced data processing. Let's collaborate and innovate!

Cyber Security Consultant at Freelance, Aug 2017 - Aug 2020 · 3 yrs 1 mo, India, Responsibilities: - Conducted vulnerability assessments and penetration tests. - Led incident response, investigated breaches, and restored services. - Designed security architectures, including network segmentation. - Delivered cybersecurity awareness training to clients' employees. - Provided compliance guidance and prepared clients for audits. - Evaluated and implemented security tools and technologies. - Managed client relationships, offering ongoing consultation. Achievements: - Reduced critical vulnerabilities by 60% for 15+ clients in the first year. - Mitigated data loss in a critical ransomware incident. - Achieved a 40% decrease in successful phishing through training. Technologies and Tools: Nmap, Nessus, Metasploit, Wireshark, SIEM (e.g., Splunk), IDS/IPS, Firewall (e.g., Cisco ASA), Endpoint Protection (e.g., Symantec), Active Directory, Penetration Testing frameworks

Education

Computer Science Engineering, CHANDIGARH UNIVERSITY

Public links

ayushmh.com: https://ayushmh.com/