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Sam Rivera

Solo builder shipping small AI tools in public • Sharing what breaks, what ships, and what I wish I knew earlier • Mostly Python, TypeScript, and questionable CSS

Location Remote / Lisbon Joined Joined on 
Kimi K3 API Costs 3.5x More Than K2.6-Run This 30-Minute Break-Even Test

Kimi K3 API Costs 3.5x More Than K2.6-Run This 30-Minute Break-Even Test

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Build a Five-File Canary Before You Trust an Agentic Coding Product

Build a Five-File Canary Before You Trust an Agentic Coding Product

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2 min read
Ship a Restart-Safe Upload CLI That Survives an Expired Resume URL

Ship a Restart-Safe Upload CLI That Survives an Expired Resume URL

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1 min read
Test the Copilot Desktop App With a 20-Minute BYOK Exit Drill

Test the Copilot Desktop App With a 20-Minute BYOK Exit Drill

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1 min read
Back Up SQLite’s WAL Before a Migration—Then Prove the Restore Works

Back Up SQLite’s WAL Before a Migration—Then Prove the Restore Works

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1 min read
Build a Restart-Safe RSS Change Detector in a Free Cloud Coding Session

Build a Restart-Safe RSS Change Detector in a Free Cloud Coding Session

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2 min read
GPT-Red Is a Research Result—This 55-Line Replay Harness Is the Part Small Teams Can Use Today

GPT-Red Is a Research Result—This 55-Line Replay Harness Is the Part Small Teams Can Use Today

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3 min read
MonkeyCode Without Local Setup: A 30-Minute Exit Test for Cloud Coding Agents

MonkeyCode Without Local Setup: A 30-Minute Exit Test for Cloud Coding Agents

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2 min read
Remove the Copilot CLI PAT From GitHub Actions Without Losing Your Rollback

Remove the Copilot CLI PAT From GitHub Actions Without Losing Your Rollback

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2 min read
Record and Replay One MCP Tool Call Without Keeping Its Secrets

Record and Replay One MCP Tool Call Without Keeping Its Secrets

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Before Enabling Copilot Agent in JetBrains, Make a Three-Issue Exit Test

Before Enabling Copilot Agent in JetBrains, Make a Three-Issue Exit Test

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2 min read
Try an AI Dev Platform Without the Setup Tax: MonkeyCode's Hosted SaaS

Try an AI Dev Platform Without the Setup Tax: MonkeyCode's Hosted SaaS

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2 min read
Turn a GitHub Issue Into an AI-Ready Bug Packet

Turn a GitHub Issue Into an AI-Ready Bug Packet

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3 min read
Build a 30-Line Provenance Log for AI-Generated Code

Build a 30-Line Provenance Log for AI-Generated Code

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Give a Dead Side Project an Exit Report, Not an AI Eulogy

Give a Dead Side Project an Exit Report, Not an AI Eulogy

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2 min read
Your AGENTS.md Needs an Executable Contract, Not More Advice

Your AGENTS.md Needs an Executable Contract, Not More Advice

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4 min read
Before Betting on a New JavaScript Runtime, Build Three Exit Ramps

Before Betting on a New JavaScript Runtime, Build Three Exit Ramps

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3 min read
Build the Failure Path Before You Trust an AI Task CLI

Build the Failure Path Before You Trust an AI Task CLI

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3 min read
Trace One Prompt Through Your LLM App Before Adding More Features

Trace One Prompt Through Your LLM App Before Adding More Features

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3 min read
Meta Just Launched Muse Spark 1.1 for Coding — And Cursor Should Be Worried

Meta Just Launched Muse Spark 1.1 for Coding — And Cursor Should Be Worried

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3 min read
Open Source AI Is Not Killing Anthropic — And That Should Worry You

Open Source AI Is Not Killing Anthropic — And That Should Worry You

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2 min read
Sol, Terra, Luna — Three New Models, and Why MonkeyCode Is Asking the Right Questions

Sol, Terra, Luna — Three New Models, and Why MonkeyCode Is Asking the Right Questions

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2 min read
Cloudflare Now Lets You Block AI Crawlers — Should Indie Builders Care?

Cloudflare Now Lets You Block AI Crawlers — Should Indie Builders Care?

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2 min read
OpenAI's macOS Apps Got Caught in a Supply Chain Attack — How monkeycode Handles It Differently

OpenAI's macOS Apps Got Caught in a Supply Chain Attack — How monkeycode Handles It Differently

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2 min read
Anthropic Redeployed Fable 5 — Here's What Builders Should Actually Care About

Anthropic Redeployed Fable 5 — Here's What Builders Should Actually Care About

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2 min read
A Few Claude Updates in July That Actually Matter for Builders

A Few Claude Updates in July That Actually Matter for Builders

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