Bryl Lim

blog

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

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The Stateless Mandate: Architectural Purity in Scalable Infrastructure

In the evolution of system design, we often find ourselves fighting the gravity of "state." The most elegant infrastructures are those that treat state not as a...

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

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

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

What Small Mobile Apps Taught Me About Taste

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

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Boring Guardrails Make AI Features Better

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

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

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

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

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

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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