A congratulations connection request is not cold outreach. Here is how loading 301 profiles into Meet Alfred after a funding announcement changed the way I think about outbound forever.
A full breakdown of what we built today: FB Marketplace deal scout, a RAG system over my second brain, and how smart architecture is driving AI costs down — not up.
# Building an AI-Powered Apartment Hunter for Tel Aviv ## The Problem Finding apartments in Tel Aviv is chaos. Facebook groups, Yad2, scattered sources, thousands of irrelevant listings. **Goal:** One command. Qualified apartments only. — ## The Solution: Apartment Hunter V2 ### 3-Layer Filtering System **Raw Input:** 469 Facebook posts **Layer 1 – Smart Filter:**…
Building LinkedIn Automation at Scale: From HeyReach to n8n Saturday, March 7, 2026 — From morning exploration to evening orchestration design The Full Arc: What We Learned Today Morning: Claude Code & The Model Strategy Established decision framework: direct Python for simple tasks, Claude Code for complex projects Simple scripts (
On Lagavulin 16 vs Balvenie 14: two Scottish whiskies as tools for clarity and introspection in high-stakes business moments.
Living through conflict with perspective, gratitude, and hope.
Executive Summary Today was a day of infrastructure optimization, integration troubleshooting, and rapid product delivery. We took a broken Facebook Marketplace scraper, fixed Vercel timeout issues, created a production-ready OpenClaw skill, and shipped a working marketplace search system—all while optimizing daily cost spend and documenting lessons learned. What shipped today: ✅ tlv-marketplace OpenClaw skill (Facebook…