Portfolio
Engineering Leadership, Ventures & Open Source
A curated body of work differentiating commercial engineering leadership, startup incubation labs, and self-maintained open-source infrastructure tools for production AI.
Flagship Production Platform
End-to-end engineering management, AI retrieval pipelines, AWS cloud architecture, and product delivery.

Commercial Platform · Scaled Engineering
Allynerds.com
Role: Engineering Manager (AI Engineer → Tech Lead → EM) · Feb 2024 – Present
AI-native career-preparation platform bringing together job discovery, role-fit analysis, company research, and interview practice. Full-stack engineering leadership and AWS cloud delivery from February 2024 to present.
Founder Initiatives & Startup Incubator
Bridging theory to production for aspiring builders, AI engineers, and venture founders.

Venture & Ecosystem Building · Founder
VerticalCombinator.com
Role: Founder · Sept 2026 – Present
Practical builder school and incubator lab founded to bridge the theory-to-production gap. Empowering students, graduates, and aspiring founders to learn practical AI engineering, validate real MVPs, and launch ventures through hands-on practice and mentorship.
Developer Tooling, Observability & AI Frameworks
Self-maintained open-source platforms, distributed OpenTelemetry tracing, security guardrails, and model benchmarking.
Open Source · Revenue Intelligence & Retention
PulseRevOps AI
Role: Creator & Lead Maintainer · Open Source · Production Ready
Enterprise-grade B2B SaaS revenue preservation and account health engine. Ingests real-time product telemetry (seat decay, ticket spikes, champion departures) and uses hybrid AI inference (deterministic scoring + Gemini 1.5 Pro root-cause synthesis) to trigger automated retention playbooks.
Open Source · AI Observability & Security
AgentSentinel AI
Role: Creator & Lead Maintainer · Open Source · Production Ready
Production observability and security platform for autonomous LLM agents. Features real-time OpenTelemetry distributed flamegraph tracing for multi-step agent DAGs, zero-trust sanitization for PII and prompt injection attacks, and multi-model FinOps token tracking.

Open Research · Architecture & Evaluation
Foundational Model Research
Role: AI Researcher & Engineer · Open Evaluation
Conducted deep research on foundational models, evaluating architectures, training methodologies, and deployment strategies for enterprise-grade LLM applications. Investigating retrieval latency, quantization trade-offs, and fine-tuning with LoRA.