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May The Source Be With You! Articles about Open Source and Free Software as a philosophy, and its application to software development and project management.

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Milestone M3-3: Refactoring Console Output Into an Exporter Pathway

Milestone M3-3: Refactoring Console Output Into an Exporter Pathway

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3 min read
Secure System Design -- 14 Challenges

Secure System Design -- 14 Challenges

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31 min read
I Built a Zero-Dependency Python CLI to Batch Rename Files — Here's How It Works

I Built a Zero-Dependency Python CLI to Batch Rename Files — Here's How It Works

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4 min read
Atomic's Ralph Loop: a deterministic, plan, orchestrate review for long-running, ambiguous work

Atomic's Ralph Loop: a deterministic, plan, orchestrate review for long-running, ambiguous work

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6 min read
I open-sourced a 4-agent blood-panel triage workflow on heym, with a deterministic Python safety gate that runs BEFORE any LLM token

I open-sourced a 4-agent blood-panel triage workflow on heym, with a deterministic Python safety gate that runs BEFORE any LLM token

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5 min read
One AGENTS.md, every tool: how I stopped copy-pasting CLAUDE.md everywhere

One AGENTS.md, every tool: how I stopped copy-pasting CLAUDE.md everywhere

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5 min read
⭐ I gave Claude Code a real Ubuntu computer (and open-sourced the engine)

⭐ I gave Claude Code a real Ubuntu computer (and open-sourced the engine)

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4 min read
LocalStack Ultimate covers 4 Bedrock ops. Here's why that's the wrong bet for tests.

LocalStack Ultimate covers 4 Bedrock ops. Here's why that's the wrong bet for tests.

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5 min read
My MCP Tools Broke Silently; So I Built a Lockfile for MCP

My MCP Tools Broke Silently; So I Built a Lockfile for MCP

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1 min read
From 0 to 100 GitHub Stars with a Python CLI (Spoiler: It's Not as Easy as They Say)

From 0 to 100 GitHub Stars with a Python CLI (Spoiler: It's Not as Easy as They Say)

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3 min read
I built a free JavaScript SDK to track AI API usage and cost

I built a free JavaScript SDK to track AI API usage and cost

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1 min read
I got tired of paying $240/month for a code reviewer that ignored half our standards

I got tired of paying $240/month for a code reviewer that ignored half our standards

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4 min read
PromptOpsKit: an open-source, repo-native way to manage prompts in AI apps

PromptOpsKit: an open-source, repo-native way to manage prompts in AI apps

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7 min read
I'm a QA engineer. After Claude wrote # TODO in my 100th test, I built an MCP server.

I'm a QA engineer. After Claude wrote # TODO in my 100th test, I built an MCP server.

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6 min read
I benchmarked RAG vs GraphRAG vs pre-structured knowledge graphs across 45 domains — here's what happened

I benchmarked RAG vs GraphRAG vs pre-structured knowledge graphs across 45 domains — here's what happened

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2 min read
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