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Forrest Miller profile picture

Forrest Miller

Building free tools. Made BingWow (bingwow.com) -- multiplayer bingo platform with AI card generation.

Joined Joined on 
Six layers to canonicalize 'FiDi', 'Wall Street area', and 'Lower Manhattan' as one neighborhood

Six layers to canonicalize 'FiDi', 'Wall Street area', and 'Lower Manhattan' as one neighborhood

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7 min read
1,071 of our 1,190 moderation-queue cards were test pollution. Here's the 5-layer fix.

1,071 of our 1,190 moderation-queue cards were test pollution. Here's the 5-layer fix.

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6 min read
How we built real-time multiplayer bingo for 20 players per room on Next.js 16, Ably, and Supabase

How we built real-time multiplayer bingo for 20 players per room on Next.js 16, Ably, and Supabase

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5 min read
Building an AI face-doppelganger prank with Flux Kontext Pro and aggressive image degradation

Building an AI face-doppelganger prank with Flux Kontext Pro and aggressive image degradation

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6 min read
How I built an itinerary validator for AI travel plans

How I built an itinerary validator for AI travel plans

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4 min read
I built a bingo number caller with zero backend and 331 prerecorded MP3s instead of the Web Speech API

I built a bingo number caller with zero backend and 331 prerecorded MP3s instead of the Web Speech API

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3 min read
We Built a Compound AI System Instead of an Agent. It Costs $200/month and 100k People Use It.

We Built a Compound AI System Instead of an Agent. It Costs $200/month and 100k People Use It.

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5 min read
The parser cascade pattern: extracting recipes from messy food blogs

The parser cascade pattern: extracting recipes from messy food blogs

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4 min read
Same Engine, Two Frames: Privacy Art vs Prank Tool

Same Engine, Two Frames: Privacy Art vs Prank Tool

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3 min read
One Playwright Header Broke Every WebSocket Test

One Playwright Header Broke Every WebSocket Test

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4 min read
The Atomic Tap RPC That Keeps a Multiplayer Bingo Board Honest

The Atomic Tap RPC That Keeps a Multiplayer Bingo Board Honest

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4 min read
Instagram Wipes localStorage on Navigation. Here's How We Keep Multiplayer Sessions Alive.

Instagram Wipes localStorage on Navigation. Here's How We Keep Multiplayer Sessions Alive.

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4 min read
Why Our Multiplayer Bingo Game Uses a Singleton Ably Client (and Token Auth Instead of API Keys)

Why Our Multiplayer Bingo Game Uses a Singleton Ably Client (and Token Auth Instead of API Keys)

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4 min read
Inline style attributes vs CSS variables: a Tailwind v4 light-mode debug story

Inline style attributes vs CSS variables: a Tailwind v4 light-mode debug story

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4 min read
Tailwind v4 dark mode: the @theme vs @theme inline gotcha that broke my contrast tests

Tailwind v4 dark mode: the @theme vs @theme inline gotcha that broke my contrast tests

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4 min read
I added a grid_size column. Two months later I dropped it. What I learned about derived state in Postgres.

I added a grid_size column. Two months later I dropped it. What I learned about derived state in Postgres.

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4 min read
We Audited 10 Team Building Platforms — Here's What HR Teams Actually Get for Free

We Audited 10 Team Building Platforms — Here's What HR Teams Actually Get for Free

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2 min read
Building a Virtual Team Activity That Works in Any Browser

Building a Virtual Team Activity That Works in Any Browser

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5 min read
How We Generate Bingo Cards with AI in 10 Seconds

How We Generate Bingo Cards with AI in 10 Seconds

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2 min read
Building Real-Time Multiplayer Bingo with Next.js and Ably

Building Real-Time Multiplayer Bingo with Next.js and Ably

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2 min read
I Built a Real-Time Multiplayer Bingo Engine with Next.js, Supabase, and Ably

I Built a Real-Time Multiplayer Bingo Engine with Next.js, Supabase, and Ably

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3 min read
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