Co-founded Aegis with Zain Khan, who originated the idea and built the initial platform, as an end-to-end AI-powered cybersecurity platform targeting the mid-market security gap. The platform combines autonomous OSINT pipelines, LLM-driven vulnerability analysis, and structured threat intelligence reporting, enabling security teams to dramatically reduce triage time and surface critical exposures before adversaries exploit them.
- Role
- Co-founder and product engineer
- Challenge
- Security teams need useful exposure context, not another queue of scanner output to triage by hand.
- Outcome
- Created an end-to-end platform direction that turns fragmented reconnaissance into reviewable threat intelligence.
Decisions
- Combine reconnaissance and vulnerability context in one workflow
- Use agents to structure findings instead of replacing analyst judgment
- Design reports for both human review and downstream systems
Architecture
- Target scope
- OSINT and service discovery
- Vulnerability correlation
- Agent analysis
- Structured intelligence report
What changed my thinking
- Explainability matters more than novelty in security workflows
- Every automated conclusion needs traceable source evidence
PythonFastAPILLM AgentsOSINTPostgreSQL
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