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17 Lessons I Learned After Spending 144 Million Claude Code Tokens
238 sessions, 114,707 messages, 144.3 million tokens in 30 days.
Jul 8
•
John Tay
1
June 2026
Determinstic Scripts in Agentic Workflows
Keep workflow steps deterministic, outsource only judgment.
Jun 29
•
John Tay
Claude Dynamic Workflows: Perfect for Deterministic Loops
How I researched 14,000 companies in 17 hours without a single dropped record.
Jun 22
•
John Tay
Claude Code Remote Control: 10/10 Feature
Turning non-desk time into productive building time.
Jun 18
•
John Tay
5 Levels of AI Mastery in Marketing
A framework based on my own experience, written from a marketer's lens.
Jun 16
•
John Tay
1
PSA: You Can Pick Your Sub-Agent Model in Claude Code
Haiku + Sonnet hybrid that matched Opus precision at 40% of the token consumption.
Jun 9
•
John Tay
Psych Profile Sub-Segmentation: My Outbound Framing for Summer
State of business + state of mind: a frame for prospect-messaging fit
Jun 9
•
John Tay
Code Repo Tether Check: The Audit Skill I Run Before Installing Anything
A 6-step audit I now run before installing any external code repo.
Jun 8
•
John Tay
2
Riverside Webinar Outbound: Closing the TAM Coverage Gap
Segment + Company + Persona
Jun 4
•
John Tay
May 2026
My Low Tech Holiday Guardrail System for Cold Outbound
MacOS notification + Claude Code session start hook + one bash script
May 29
•
John Tay
Add 18% To Your Usable Outreach List By Verifying Catch-alls
Single layer verification throws away 1 in 6 good prospects.
May 28
•
John Tay
Claude + Clay + Neon SQL: the loop that unlocked lateral expansion in my outbound
~30-50% uplift in new prospects entering my campaigns.
May 26
•
John Tay
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