Building with AI since 2023

I build what businessesneed to grow.Product. Growth. Web. AI.

24 years building across three countries. Growth, product, web, and 3+ years deep into AI. Whatever the business needs next.

// play a round, learn something about me
unscramble & learn
solved: 0
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15+Tools & systems shipped
2Companies co-founded
$395K+Revenue from ads I manage
5xOrganic growth delivered
// Selected Projects
AI Agents2026

Narvi

Personal AI agent orchestrating WhatsApp, Telegram, Discord, Slack, and Gmail through a single interface, with per-group Docker container isolation and vault-injected credentials.

5channels orchestrated
Growth Tools2026

AI Risk Checker

Lead-generation widget live at cyberhaven.com/labs/ai-risk-checker: indexes 700+ AI applications with enterprise risk scoring, email-gated lookups, and conversion tracking baked in.

700+AI apps indexed
AI Agents2026

Content Machine

End-to-end AI content factory live at Cyberhaven: keyword research to published article through 13 specialized agents with quality gates. Used by the Content Manager.

13AI agents in pipeline
Growth Tools2026

Exit Intent System

Full-viewport lead capture with real PDF rendering, multi-trigger detection, 6sense personalization, and escalating suppression.

25gated assets in library
Growth Tools2024

KeyScope

YouTube keyword research engine with a proprietary 15-category coefficient system, 4-layer caching architecture, and 77% API cost savings.

15keyword categories with proprietary coefficients
Creative AI2025

AI Leaderboard

365-day animated bar chart race comparing 10 AI tools over time, with square-root scaling for compressed visual impact. Live at leaderboard.cyberhaven.com, built with vanilla JS and CSS, zero frameworks.

365days animated at 60 FPS
// Selected Writing
AI5 min read

On SubQ, and why efficiency is the new frontier

Subquadratic announced their first model yesterday, and the launch tweet is closing on 10 million views. Why an architecture-level efficiency win matters more than another point on a benchmark, and what changes when frontier-level AI stops being priced out of reach for the regular developer.

AI5 min read

Why you’re hitting your limits in Claude

5-hour session windows, weekly caps, and context rot all eat the same budget. The context fee before you type a word, why I compact at 60% and not 95%, and how scoping MCPs per project cut my baseline.

Growth6 min read

Building KeyScope

The YouTube keyword tool I started building in late 2024. Why Google was the baseline, how 25,000 files became a 15-category coefficient system, and why it’s on hold.

AI5 min read

Three years in, on empowerment

Three years of using AI every day, and what I’ve actually noticed in the people around me. Not the HR empowerment, not the TED talk version. The quiet version.