HANDS-ON TECHNICAL PRODUCT LEADER

I build multi-agent AI systems, scale B2B platforms, and guide cross-functional teams to ship at production scale.

With 10+ years of experience bridging engineering and product growth, I specialize in translating complex technical concepts—from multi-agent AI orchestration to payment billing engines—into high-performing products. I lead team execution (managing 8 data scientists and mentoring PMs) while remaining active in system design, writing PRDs, and analytics.

Explore My Projects How I Operate

Open to Senior/Staff IC & Director roles in AI product

10B+ Tokens OpenAI recognition for early enterprise-scale LLM deployment

$10M+ Annual Profit Added via AI Platforms

10+ Yrs Product & Engineering Leadership

How I Operate

A balanced approach combining strategic leadership with direct technical execution.

Engineering & DS Partnership

I speak the language of developers. I write detailed technical specifications, collaborate directly on API design and data models, and partner with data scientists to construct non-deterministic agentic architectures.

Technical Team Leadership

I guide high-performing teams from the front. Recently managed a pod of 8 data scientists and knowledge engineers at Ask Media Group, and mentored 1–2 product managers to align multi-team deliverables.

Funnel & Growth Analytics

I am highly analytical and metric-driven. From designing cost/revenue attribution layers in Snowflake to running multivariate purchase funnel A/B testing, I use data to optimize CAC-to-LTV and unit economics.

Risk & Compliance Integration

I build secure guardrails into high-speed releases. Managed PCI-compliant payment integrations (Vindicia, PayPro) and architected real-time automated safety gates to check output policy compliance at scale.

Technical Stack & Ecosystem

The languages, platforms, and databases I use to design, test, and deploy products.

Languages & Search

Python SQL (Snowflake, PostgreSQL, RDS) JavaScript (ES6+) Elasticsearch

AI & Orchestration

Cursor (AI-Native IDE) Claude Cowork / Claude Code Anthropic API & Claude Sonnet/Opus OpenAI API (GPT-4o/o1) Google AI Studio (Gemini Pro/Flash) ElevenLabs (Voice AI) & HeyGen LangChain & Agentic Frameworks Multi-Agent System Architecture Argo Workflow Orchestration Streamlit & Vercel Deployments

Infrastructure & Gateways

AWS (S3, EC2, ElastiCache) Vindicia & PayPro Platforms REST APIs & Custom Telemetry Git / GitHub / CI/CD

Projects & Agentic Pilots

Select technical initiatives, growth funnels, and integrations shipped throughout my career.

AI & LLMs

5-Agent Claude Code Pipeline

Designed and deployed a five-agent content generation and validation pipeline (keyword scoring, compliance verification, content planning, article generation, and quality review). In early 2026, Ask Media Group received recognition from OpenAI for exceeding 10 billion tokens consumed — one of the earliest enterprise-scale deployments of LLM technology in digital media, a direct result of this platform. Flow control is managed deterministically in Python, while LLMs handle judgment calls.

System Pipeline

Keyword → Scorer Agent → Compliance Gate → Planner Agent → Writer Agent → Reviewer → Snowflake

Impact: 10B+ Tokens Consumed / Hundreds of compliant pages daily

AI & Integrations

"Sheriff" Compliance Gatekeeper

Architected and shipped an automated compliance service that acts as a real-time policy safety gate. It programmatically screens AI-generated content and search keywords against partner ad policies (Google/Bing) before publication, maintaining account health and reducing policy violations.

Integration Flow

Asset Upload → Policy Parser → Rule Audit Loop → Human Validation Gate → Partner API Gateway

Safety: 98% reduction in policy violations

Growth & Integrations

Argo Bid & Budget Optimizer

Owned the product strategy and execution for the paid marketing automation platform's rules engine. Built hourly-running Argo workflow jobs that pull performance telemetry, research keywords, and programmatically adjust bids and budgets across Google, Microsoft, and Meta APIs. This was a direct result of the OpenAI-based marketing automation platform I led at Ask.

Data Flow

Cron Trigger → Pull Snowflake Metrics → Calculate Bids → Update Search APIs → Log DB

Scale: $10M+ profit generated

AI & Proptech

Rejig.ai — AI for Real Estate Agents

Advised seed-stage AI platform serving real estate agents on product strategy and feature design. Conducted customer discovery interviews with agents to understand marketing pain points. Designed AI prompt workflows to generate branded social content, market reports, and listing content from MLS data and other inputs.

System Flow

Agent Profile → MLS Ingestion → Prompt Library → Content Generator → Brand Filter → Multi-Channel Output

Domain: Proptech / Real Estate AI

Integrations & Search

Related Search Recommendation

Shipped Related Search, an Elasticsearch-powered recommendation and ranking system that identifies candidate keywords and ranks them by user intent and commerciality. Led cross-functional delivery alongside Search Suggestions (autocomplete) and Smart Answers panels.

Impact: $50M incremental revenue

Payments & Growth

Vindicia & PayPro CRO Funnel

Led conversion rate optimization and subscription funnel pricing architecture. Integrated and customized third-party payment gateways (Vindicia, PayPro). Shipped A/B experiments restructuring payment paths and pricing options to lift user activation and checkout conversion.

Lift: 10% to 15% checkout lift

Integrations & Search

Norton Safe Search Custom GTM

Managed the custom search integration GTM partnership with Symantec. Coordinated technical telemetry, localized search APIs, and secure telemetry exchange, establishing a highly monetized customized browser experience.

Revenue: $40M ARR / 12M MAUs

Recent AI Pilots

Hands-on builds exploring agentic patterns, AI tooling, and product design. Built using Cursor, Claude Cowork, Anthropic API, Gemini, and modern AI development stacks.

Multi-Agent System

ContentForge

Multi-agent content planning, generation, and compliance workflow using Cursor, Claude Cowork, and Streamlit.

Built With: Cursor / Claude Cowork / Anthropic API / Streamlit

Key Insight: Explores prompt caching and asynchronous agent loops to optimize generation speed and API costs.

Ad-Tech NLP

AdRx

Automated search query routing and keyword optimization tool to evaluate compliance risks and high-conversion intent.

Built With: Claude Prototyping / Python / Streamlit / Elasticsearch

Key Insight: Demonstrates how custom classification prompts can replace complex, traditional NLP heuristics for categorizing ad traffic.

Compliance Audit

PolicyPilot

Real-time compliance auditing dashboard that matches dynamically updated ad network policies against text assets.

Built With: Cursor / Gemini Pro API / Node.js / Express

Key Insight: Leveraged Gemini's large context window to ingest entire partner policy PDFs directly for automated audits.

Multi-Modal Agent

MerchantMind

Multi-modal agent that retrieves merchant profiles, scrapes websites, and synthesizes brand quality and risk profiles.

Built With: Claude Code / OpenAI API / Python / Playwright

Key Insight: Highlighted the value of structured outputs (JSON schema matching) when integrating LLMs into external database storage.

Spatial Mapping

OnRoute

Interactive map-based route planner with contextual LLM summaries of local points of interest.

Built With: Claude Cowork / Anthropic API / Leaflet.js / Python FastAPI

Key Insight: Managed high-frequency agent tool calling sequences when coordinating spatial data queries.

In Progress - Shipping June 2026

ClearSignal

Multi-agent CX analysis tool that ingests customer feedback, performs confidence scoring, and integrates human-in-the-loop review.

Built With: Cursor / Anthropic API / Streamlit / PostgreSQL

Key Insight: Focuses on human-in-the-loop design patterns and confidence-threshold gating for deterministic fallback paths.

Frequently Asked Questions

Quick insights into how I balance leadership with hands-on technical execution.

Staying hands-on—whether reviewing Snowflake schemas, drafting technical specifications, or building prompt sequences—helps build trust with developers. In highly technical areas like AI pipelines or transaction systems, direct knowledge of system logic ensures our product roadmaps are realistic and aligned with architecture.

I have led multiple cross-functional teams, including line-managing a pod of 8 data scientists and knowledge engineers at Ask Media Group, and mentoring 1–2 product managers. My leadership style focuses on setting clear strategic parameters and technical outcomes, allowing developers to execute autonomously.

I treat compliance and risk as primary product features. In AI development, output safety is critical. By co-designing automated gating tools (like Sheriff) that validate content and keywords against API policies before they go live, we maintain safety and account health while allowing engineering pods to release code quickly.

Yes. I am equally comfortable operating as a Lead/Staff Individual Contributor (focused on co-architecting platforms and driving execution) or as a Director (focused on team growth, organizational alignment, and scaling product lines). In both capacities, I remain close to the technology and the metrics.