name: Farhan Ashraf
role: AISecOps Engineer @ Systems Ltd
location: Pakistan
what_i_do:
- Securing Generative AI Systems (guardrails, model safety)
- Cloud Native Security (Kubernetes, OpenShift, Docker)
- DevSecOps Pipeline Automation
- Security Observability, Threat Detection & Response (OpenTelemetry)
passionate_about:
- π€ Speaking at tech conferences & meetups
- π Building cool stuff at hackathons
- π Creating open-source learning resources
- π€ Collaborating on security projects
currently_learning:
- π§ Advanced AI & Custom Model Training
- π€ LLM Fine-tuning & Architecture
- π‘οΈ AI Security (Adversarial ML)
- β‘ High-Performance Model Serving
open_to:
- Remote roles in DevSecOps / Cloud Security
- Speaking opportunities
- Open source collaborations
- Hackathon teamsSelected work framed as Situation β Task β Action β Result, with project-level reach separated from the direct outcome of each change.
-
π₯ 90DaysOfCyberSecurity β Creator
- Situation: Cybersecurity beginners faced a broad, fragmented learning landscape without a practical sequence to follow.
- Task: Turn the core skills into an approachable, day-by-day path from fundamentals to hands-on security work.
- Action: Created and continue to maintain a free 90-day roadmap spanning networking, Linux, Python, traffic analysis, ELK, cloud, and ethical hacking.
- Result: The roadmap has earned 18.8k+ stars and 2.1k+ forks, demonstrating sustained global discovery and community reuse.
-
π§ AWS IA Terraform Bedrock β Merged PR #162
- Situation: The reusable module lacked image-filter guardrails and typed coverage for newer Bedrock Cloud Control resources, leaving configuration gaps and weaker validation.
- Task: Bring the module's guardrail and resource schemas in line with current Bedrock capabilities.
- Action: Added image-filter support, strongly typed guardrail inputs, automated-reasoning policies, and broader Cloud Control schema coverage.
- Result: Teams can define text and image safeguards with earlier validation and better IDE guidance; the capability is now available in a module with 119k+ Terraform Registry downloads.
-
π€ AWS IA Terraform AgentCore β Merged PR #20
- Situation: AgentCore gateways had no first-class Terraform support for request and response Lambda interceptors.
- Task: Make gateway-boundary controls reusable without requiring teams to wire Lambda access manually.
- Action: Implemented validated interceptor configuration, outputs, documentation, and automatic Lambda invoke permissions.
- Result: Teams can add authorization, payload transformation, PII masking, and policy enforcement at the gateway boundary through a module with 21k+ Terraform Registry downloads.
-
π‘οΈ OWASP DevSecOps Guideline β Merged PR #98
- Situation: Legacy repository paths contained
|, a Windows-reserved character that prevented a complete working-tree checkout on Windows. - Task: Remove the contributor-access barrier without changing the guideline's content or breaking other platforms.
- Action: Renamed the invalid paths and updated the affected files consistently across the repository.
- Result: Windows users can now obtain a complete checkout, removing this prerequisite barrier to contribution. That matters on an OS reported by 49.5% of professional-developer respondents in Stack Overflow's 2025 survey, for an OWASP project with 1.1k+ stars and 260+ forks.
- Situation: Legacy repository paths contained
-
π CNCF Inspektor Gadget β Merged PR #5721
- Situation: The default Prometheus annotation targeted legacy port
2223while the OpenTelemetry metrics listener used2224, sending discovery to the wrong endpoint. - Task: Restore correct default metrics discovery and keep generated deployment paths aligned.
- Action: Corrected the scrape port and regenerated the Helm and
kubectl gadget deploymanifests. - Result: Default Prometheus discovery now targets the live metrics endpoint across both installation paths in a 2.9k+ star / 370+ fork CNCF project whose instrumentation also underpins Microsoft Defender for Containers.
- Situation: The default Prometheus annotation targeted legacy port
Reach figures checked 1 September 2026. Downloads, stars, and forks indicate project scaleβnot the number of users who consumed a specific change.
I love sharing knowledge! I regularly speak at:
- Tech Conferences - Cloud, Security, DevOps topics
- University Events - As a GitHub Campus Expert
- Meetups & Workshops - Hands-on security training
π‘ Interested in having me speak at your event? Reach out!




