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PORTFOLIO · v2.0 · 2026

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Builder. Viber. Learner.

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3 Posts · Latest First

2026-03-10

6 min read

Building Agent-Native Marketing Platforms with MCP

Wrapping operational APIs as tools changes what an assistant can responsibly do for marketing teams.

mcpmartechai

mcp / marketing / platforms

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2026-02-11

4 min read

Debugging a Live Content Rendering Bug

A small rendering inconsistency turned into a useful exercise in tracing assumptions through the stack.

debuggingnextjscontent

live / content / bug

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2026-01-04

3 min read

Cycling and Debugging Have the Same Patience Problem

A short note on pacing, false urgency, and why forcing the tempo usually makes technical work worse.

cyclingwritingdebugging

cycling / and / debugging

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