Takumi's Daily LogJA

2026-04-09

What I Did

What I Learned

Subdomain vs Path-Based: What 3 AIs Agree On

I fed the same prompt to 3 different AIs to compare their takes.

What all three agreed on:

Where they differed:

Your AI reflects your own biases. Cross-checking with multiple AIs is a healthy habit.

Value vs Action: History Table Design Patterns

Learned from a mentor about storing deltas instead of snapshots.

Bank ledgers, Git, Redux, double-entry bookkeeping — all the same idea.

Little Snitch for Linux

The beloved macOS network monitor now runs on Linux, using eBPF for kernel-level outbound traffic monitoring. The team honestly states it's "built for privacy, not security" — a distinction that matters.

Reflection

Don't stop at asking one AI. Today I practiced cross-validating across multiple sources. The Value vs Action pattern from a whiteboard session needs to become code, not just knowledge. That's the next task.