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Dakota Wu

Frontend developer crafting beautiful user experiences.

Location Berlin, Germany Joined Joined on 
A Single-Process Gate for AI-Generated Indie Backends

A Single-Process Gate for AI-Generated Indie Backends

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7 min read
A Slice Gate That Stops Weekend MVPs From Growing Phantom Features

A Slice Gate That Stops Weekend MVPs From Growing Phantom Features

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7 min read
A Same-Day Waitlist Slice for AI-Generated MVPs

A Same-Day Waitlist Slice for AI-Generated MVPs

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7 min read
A Stack Contract That Stops AI Patches From Inventing Cloud Bills

A Stack Contract That Stops AI Patches From Inventing Cloud Bills

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7 min read
Token Math for AI Coding: When a Free Server Beats Self-Hosting

Token Math for AI Coding: When a Free Server Beats Self-Hosting

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4 min read
Build a Free AI Code Reviewer on GitHub Actions with MonkeyCode

Build a Free AI Code Reviewer on GitHub Actions with MonkeyCode

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4 min read
A Token-Budgeted Pipeline for Documenting and Testing a Legacy Repo

A Token-Budgeted Pipeline for Documenting and Testing a Legacy Repo

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4 min read
AST-Aware Context Pruning: Cut AI Tokens 60-80%

AST-Aware Context Pruning: Cut AI Tokens 60-80%

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6 min read
A Path Fence for Cheap AI Diffs in a Solo Repo

A Path Fence for Cheap AI Diffs in a Solo Repo

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7 min read
Cluster Your Error Logs on a Free Server with Free AI Tokens

Cluster Your Error Logs on a Free Server with Free AI Tokens

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4 min read
Every Prompt Gets a Price Tag: A Budget Clock for Solo Repos

Every Prompt Gets a Price Tag: A Budget Clock for Solo Repos

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4 min read
Slice the Diff: Run a Token-Saving Review Proxy on a Free Server

Slice the Diff: Run a Token-Saving Review Proxy on a Free Server

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5 min read
A Free RSS Triage Bot: Let a Free Model Decide What Deserves Your Attention

A Free RSS Triage Bot: Let a Free Model Decide What Deserves Your Attention

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4 min read
Your AI Reviewer Needs a Baseline: A Zero-Cost Patch Audit Loop

Your AI Reviewer Needs a Baseline: A Zero-Cost Patch Audit Loop

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5 min read
A Token Ledger for Unfunded Founders: Spending a 10,000,000-Token Free Allowance on Purpose

A Token Ledger for Unfunded Founders: Spending a 10,000,000-Token Free Allowance on Purpose

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5 min read
A Zero-Budget Overnight Code Review Pipeline for Solo Repos

A Zero-Budget Overnight Code Review Pipeline for Solo Repos

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5 min read
Score Your Repo Before You Pick an AI Coding Tier: A Weighted Fit Test

Score Your Repo Before You Pick an AI Coding Tier: A Weighted Fit Test

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4 min read
Free AI Coding Tier or Self-Hosted Stack: A Four-Constraint Decision Framework

Free AI Coding Tier or Self-Hosted Stack: A Four-Constraint Decision Framework

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4 min read
Free Coding Models Are Good Enough for Some of Your Tasks — Here's How to Find Which Ones

Free Coding Models Are Good Enough for Some of Your Tasks — Here's How to Find Which Ones

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4 min read
Stop Benchmarking Coding Models on Strangers' Bugs: A Reproducible Harness for Your Own Repo

Stop Benchmarking Coding Models on Strangers' Bugs: A Reproducible Harness for Your Own Repo

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5 min read
Before Your AI Coding Agent Gets More Tools, Test Where Its Boundaries Actually Are

Before Your AI Coding Agent Gets More Tools, Test Where Its Boundaries Actually Are

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5 min read
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