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Thoughts, tutorials, and notes on AI, engineering, and building things.

My Setup: Poke, MCPs, and a Local Mac Bridge
Jun 2026

My Setup: Poke, MCPs, and a Local Mac Bridge

I finally got my automation stack to a place where it actually works for me instead of the other way around...

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AI Products Need More Than a Good Demo
Jun 2026

AI Products Need More Than a Good Demo

What I think about when turning AI demos into products people can trust and use.

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What Small Mobile Apps Taught Me About Taste
Jun 2026

What Small Mobile Apps Taught Me About Taste

What focused apps like budget, fitness, and travel tools taught me about product taste.

Read · 2 min
Boring Guardrails Make AI Features Better
Jun 2026

Boring Guardrails Make AI Features Better

Why practical AI guardrails are product decisions, not just technical controls.

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A Practical Stack for Shipping Fast
Jun 2026

A Practical Stack for Shipping Fast

How I think about choosing a stack that supports speed without creating painful maintenance.

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The Quiet Work Behind RAG Systems
Jun 2026

The Quiet Work Behind RAG Systems

A practical look at the less glamorous work that makes retrieval augmented generation useful.

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Observability Is Product Work
May 2026

Observability Is Product Work

Why logs, metrics, traces, and AI behavior tracking belong in product thinking from the start.

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Building in Public Without Performing
May 2026

Building in Public Without Performing

A personal note on sharing work online while keeping the actual craft at the center.

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What Hackathons Taught Me About Scope
May 2026

What Hackathons Taught Me About Scope

What short build cycles taught me about choosing the smallest complete version of an idea.

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Staying Grounded as an Engineer
May 2026

Staying Grounded as an Engineer

A personal reflection on ambition, routine, and staying close to reality while building software.

Read · 2 min
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Bryl Lim
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bryllim@gmail.com