I build intelligence into the heart of operations.
The bottleneck has moved. It's no longer about having the tools; it's about having the judgment to build the agents that use them.
04_CURRENT_SYSTEM_LOG
“AI isn't a tool you add; it's a capability you integrate.”
04.1_VERIFICATION_METRICS
0+
AI agents built
0%
time saved on average
0+
years in marketing & product
Partner_Node_List
// THESIS: ON_INTEGRATION
The bottleneck moved. Most haven't noticed yet.
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. The old playbook assumed scarcity of execution—if you could ship, you won. That constraint dissolved. Now everyone can ship. The new scarcity is judgment: knowing what to build, when to stop, and how to integrate intelligence without creating chaos.
Ut enim ad minim veniam, quis nostrud exercitation ullamco laboris. Most organizations are adding AI like they added SaaS tools in 2015—a chatbot here, a copilot there, a dashboard nobody checks. Integration means something different. It means the AI is load-bearing. It means you'd notice if it stopped working.
Duis aute irure dolor in reprehenderit in voluptate velit esse cillum dolore. That's the work I do: turning AI from something you have into something you are.
06_CASE_NOTE
Judgment Under Pressure
The Situation
Lorem ipsum dolor sit amet, consectetur adipiscing elit. A growth team at a Series B company had tried three different AI tools for lead scoring. None stuck. Pipeline was stalling and the board was asking questions.
The Constraint
Sed do eiusmod tempor incididunt. They had 6 weeks before the next board meeting, a CRM held together with duct tape, and a team that was already skeptical of “another AI initiative.”
What Others Missed
Ut enim ad minim veniam. The problem wasn't the AI—it was the handoff. Reps were ignoring AI scores because they didn't trust them. The fix wasn't better scoring; it was showing the work.
The Outcome
Built an agent that scored leads AND wrote a 2-sentence explanation for each score. Rep adoption went from 23% to 84% in three weeks. Pipeline velocity increased 40% before the board meeting.
07_FEATURED_ARTIFACTS
Thinking_Ref
AI Integration Is Not AI Adoption
Most companies confuse adding AI features with actually integrating AI into their operations. The difference matters.
-> Read_EssayBuilding_Ref
Gmail CLI
A command-line tool for processing email with AI. Triage, summarize, and respond to email without leaving the terminal.
-> View_Project// END_TRANSMISSION
Ready to build something load-bearing?
If you're past the “let's add AI” phase and ready to integrate intelligence into your operations, let's talk.
Response time: 24-48h // No cold outreach