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Enjoy Kumawat

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My .gitignore Had a Blanket Rule. One File Broke It, and No Pattern Would Have Caught That.

My .gitignore Had a Blanket Rule. One File Broke It, and No Pattern Would Have Caught That.

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4 min read
My Publishing Log Claims Every Post Is "Distinct." I Never Checked If Readers Agree.

My Publishing Log Claims Every Post Is "Distinct." I Never Checked If Readers Agree.

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4 min read
I Timed Every Stage of My AI Publishing Pipeline. The AI Wasn't the Slow Part.

I Timed Every Stage of My AI Publishing Pipeline. The AI Wasn't the Slow Part.

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3 min read
A Post-Commit Hook Told Me to Rewrite 8 Pushed Commits to Fix "Unverified." I Said No.

A Post-Commit Hook Told Me to Rewrite 8 Pushed Commits to Fix "Unverified." I Said No.

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4 min read
My MCP Server Has 8 Tools and Zero Log Lines. Diagnosing a Failure Meant Guessing From the Outside.

My MCP Server Has 8 Tools and Zero Log Lines. Diagnosing a Failure Meant Guessing From the Outside.

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4 min read
My Blog-Posting Agent Scores Every Trending Post It Reads. It Has Never Scored One of Its Own.

My Blog-Posting Agent Scores Every Trending Post It Reads. It Has Never Scored One of Its Own.

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4 min read
df Said My Sandbox Had No Disk Left. It Wasn't Wrong, It Just Wasn't Answering the Question I Asked

df Said My Sandbox Had No Disk Left. It Wasn't Wrong, It Just Wasn't Answering the Question I Asked

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4 min read
My Blog-Posting Agent Has a Daily Quota. The Feature That Mattered Was the One That Skips It

My Blog-Posting Agent Has a Daily Quota. The Feature That Mattered Was the One That Skips It

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4 min read
My Comment-Reply Bot Hit a Wall the Docs Never Mentioned. That Wall Turned Out to Be a Security Feature.

My Comment-Reply Bot Hit a Wall the Docs Never Mentioned. That Wall Turned Out to Be a Security Feature.

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4 min read
I Fixed Unbounded Shell Output in an Open Source Agent. My First Draft Would Have Corrupted Text.

I Fixed Unbounded Shell Output in an Open Source Agent. My First Draft Would Have Corrupted Text.

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4 min read
My AI Commit Script and My MCP Tool Run the Exact Same Code. Only One of Them Is Agentic.

My AI Commit Script and My MCP Tool Run the Exact Same Code. Only One of Them Is Agentic.

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5 min read
My Blog Had 20 Unanswered Comments Across 35 Posts. Nothing Ever Told Me.

My Blog Had 20 Unanswered Comments Across 35 Posts. Nothing Ever Told Me.

Comments 1
4 min read
I Already Wrote the Article Fixing This Bug. It Broke Again Anyway.

I Already Wrote the Article Fixing This Bug. It Broke Again Anyway.

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4 min read
My Publishing Task Said "Commit the Drafts." My .gitignore Had Other Plans.

My Publishing Task Said "Commit the Drafts." My .gitignore Had Other Plans.

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4 min read
I Almost Hand-Rolled JSON-RPC for an MCP Server. Eight Tools Later I'm Glad I Didn't.

I Almost Hand-Rolled JSON-RPC for an MCP Server. Eight Tools Later I'm Glad I Didn't.

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4 min read
I Measured What My Agent's Own Memory File Costs to Read. The Number Only Goes Up.

I Measured What My Agent's Own Memory File Costs to Read. The Number Only Goes Up.

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4 min read
My AI Commit Hook Never Failed a Single Commit. That Was the Bug.

My AI Commit Hook Never Failed a Single Commit. That Was the Bug.

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4 min read
My Git Commit Failed With "ENOENT: git". Git Was Never the Problem.

My Git Commit Failed With "ENOENT: git". Git Was Never the Problem.

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4 min read
One .env Key Held Two Different Usernames. My Fix Wasn't to Make the Code Guess Better.

One .env Key Held Two Different Usernames. My Fix Wasn't to Make the Code Guess Better.

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4 min read
My Publishing Agent Runs Twice a Day and Remembers Nothing. That's the Design, Not the Bug.

My Publishing Agent Runs Twice a Day and Remembers Nothing. That's the Design, Not the Bug.

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4 min read
My Repo Had Two Scripts That Hit the Same API. Only One Still Matched What I Actually Do.

My Repo Had Two Scripts That Hit the Same API. Only One Still Matched What I Actually Do.

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4 min read
My Agent Almost Retried a Request That Was Never Going to Succeed

My Agent Almost Retried a Request That Was Never Going to Succeed

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4 min read
I Added More Verifiers to Catch Bad AI Findings. Precision Stopped Improving.

I Added More Verifiers to Catch Bad AI Findings. Precision Stopped Improving.

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3 min read
My Project's Own Instructions Told My Agent to Use Tools That Don't Exist

My Project's Own Instructions Told My Agent to Use Tools That Don't Exist

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4 min read
My MCP Server Only Talks to APIs I Trust. That Doesn't Mean the Data Coming Back Is Trustworthy.

My MCP Server Only Talks to APIs I Trust. That Doesn't Mean the Data Coming Back Is Trustworthy.

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4 min read
My Commit Message Generator Kept Signing Its Own Work. Telling It Not To Wasn't the Fix.

My Commit Message Generator Kept Signing Its Own Work. Telling It Not To Wasn't the Fix.

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4 min read
My Agent's Git Checkout Left Two Commits Floating in Nowhere. Worktrees Fixed the Actual Problem.

My Agent's Git Checkout Left Two Commits Floating in Nowhere. Worktrees Fixed the Actual Problem.

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4 min read
My Project Docs Aren't For Humans Anymore. They're For an Agent That Re-Reads Them Every Session.

My Project Docs Aren't For Humans Anymore. They're For an Agent That Re-Reads Them Every Session.

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4 min read
My Open Source PR Added 285 Lines of Docs. A Reviewer Told Me to Delete Most of Them. They Were Right.

My Open Source PR Added 285 Lines of Docs. A Reviewer Told Me to Delete Most of Them. They Were Right.

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4 min read
Every Commit in My Repo Gets Reviewed by a Second AI. Here's What Actually Changed.

Every Commit in My Repo Gets Reviewed by a Second AI. Here's What Actually Changed.

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4 min read
My requirements.txt Had a Landmine in It. It Just Hadn't Gone Off Yet.

My requirements.txt Had a Landmine in It. It Just Hadn't Gone Off Yet.

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4 min read
My Agent's Memory File Wasn't Wrong. It Was Just Six Weeks Stale.

My Agent's Memory File Wasn't Wrong. It Was Just Six Weeks Stale.

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4 min read
My Agent Kept Saying "Tests Pass." I Stopped Believing It.

My Agent Kept Saying "Tests Pass." I Stopped Believing It.

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4 min read
I Ditched Vector Search for My Coding Agent's Memory. FTS5 Won.

I Ditched Vector Search for My Coding Agent's Memory. FTS5 Won.

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4 min read
The Token Was Valid. My Headless Agent 401'd Anyway.

The Token Was Valid. My Headless Agent 401'd Anyway.

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3 min read
My Agent Said the Tool Call Succeeded. It Had 404'd.

My Agent Said the Tool Call Succeeded. It Had 404'd.

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4 min read
Your MCP Servers Are Burning Tokens Before You Type a Word

Your MCP Servers Are Burning Tokens Before You Type a Word

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3 min read
I Stopped Installing MCP Servers Blind. Here's My 5-Minute Vetting Checklist.

I Stopped Installing MCP Servers Blind. Here's My 5-Minute Vetting Checklist.

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4 min read
One Agent or Five? What I Learned Running a Team of AI Coders

One Agent or Five? What I Learned Running a Team of AI Coders

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4 min read
My AI Wrote Code That Passed Every Test and Was Still Wrong

My AI Wrote Code That Passed Every Test and Was Still Wrong

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4 min read
My AI Agent Read 56 KB to Answer One Question. I Made It Stop.

My AI Agent Read 56 KB to Answer One Question. I Made It Stop.

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4 min read
My AI Agent Writes Great Code and Forgets All of It by Tomorrow

My AI Agent Writes Great Code and Forgets All of It by Tomorrow

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4 min read
I Build MCP Servers. Here's the Security Hole Nobody Talks About.

I Build MCP Servers. Here's the Security Hole Nobody Talks About.

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4 min read
Context Rot: Why Your AI Coding Agent Gets Dumber Mid-Session (and How I Stopped It)

Context Rot: Why Your AI Coding Agent Gets Dumber Mid-Session (and How I Stopped It)

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4 min read
The Real Reason Everyone's Fighting About Tailwind CSS v4

The Real Reason Everyone's Fighting About Tailwind CSS v4

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3 min read
I Fixed the "AI Commit Messages" Problem in 20 Lines of Python

I Fixed the "AI Commit Messages" Problem in 20 Lines of Python

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2 min read
I built an MCP server that lets Claude manage my GitHub profile and DEV.to articles — here's how

I built an MCP server that lets Claude manage my GitHub profile and DEV.to articles — here's how

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3 min read
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