How I help

I engage with a select number of clients through focused, high-impact advisory and fractional leadership roles:

Fractional Engineering Leadership

Providing executive-level technical leadership for early-stage ventures or established innovation teams.

• Technical Roadmap & Strategy: Defining the 12-18 month technical vision, aligning technology investments with business goals and fundraising milestones.

• Architecture Oversight: Designing robust, scalable systems for high-availability environments and bridging the gap between vision and execution.

• Team Leadership & Mentoring: Building, mentoring, and scaling high-performance engineering teams and processes.

AI Product Strategy & Implementation

Accelerating the integration of AI (Generative AI, NLP, ML) into B2B applications and moving rapidly from concept to MVP.

• AI Opportunity Audit: Identifying the highest-ROI applications for AI within the business context.

• Zero-to-One Execution: Advising on rapid prototyping, architecture design, and the launch of AI-driven MVPs (e.g., recommendation engines, structured guidance systems).

• Implementation Strategy: Defining the data requirements, technical architecture (including MLOps), and integration plan.

Real-Time & Edge Systems Architecture

Advising companies integrating complex video, audio, and high-frequency data streams.

• High-Throughput Pipeline Design: Architecting low-latency data and media pipelines for ingestion, normalization, and processing.

• Edge AI Implementation: Architecting systems requiring real-time processing at the edge.

• Media Streaming Solutions: Specialized design for low-latency video streaming and VOD pipelines (Expertise in Gstreamer & WebRTC).

High-Impact Technical Execution & Acceleration

Targeted architecture and hands-on implementation for complex, high-stakes initiatives.

• Mission-Critical Problem Solving: Hands-on resolution of critical technical blockers, performance bottlenecks, and specialized system challenges (e.g., AI/ML pipelines, data ingestion issues, MQTT, WebRTC/Gstreamer implementations).

• B2B MVP Acceleration (Zero-to-One): Leading the rapid design and initial build-out of greenfield B2B applications, ensuring technical viability and speed-to-market from day one.

• Scalable Systems Architecture & Prototyping: Designing foundational architectures for high-availability systems and rapidly creating functional prototypes to validate approaches and de-risk projects.