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# automation

Automating development, deployment, and operational tasks.

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Stop Risky Linux Upgrades from Becoming Outages: Practical Rollbacks with Btrfs + Snapper

Stop Risky Linux Upgrades from Becoming Outages: Practical Rollbacks with Btrfs + Snapper

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7 min read
How to scrape business contact details and verify the emails in one step

How to scrape business contact details and verify the emails in one step

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3 min read
How to Scrape Google Maps for Local Business Leads (with Emails) - No API Key

How to Scrape Google Maps for Local Business Leads (with Emails) - No API Key

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3 min read
When Agents Should Stop: Designing Safety Boundaries That Work

When Agents Should Stop: Designing Safety Boundaries That Work

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7 min read
I Automated My Moving Admin With AI. Here's What I Learned.

I Automated My Moving Admin With AI. Here's What I Learned.

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3 min read
What I Learned Building an Autonomous Deal-Hunting Agent System

What I Learned Building an Autonomous Deal-Hunting Agent System

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20 min read
Your Telegram bot replies twice? It's timing, not a logic bug

Your Telegram bot replies twice? It's timing, not a logic bug

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3 min read
How I Built an AI Email Triage Agent That Creates Linear Issues and Fires Slack Alerts

How I Built an AI Email Triage Agent That Creates Linear Issues and Fires Slack Alerts

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6 min read
Fine Tune Llama 3 For Sql Query Generation Tutorial

Fine Tune Llama 3 For Sql Query Generation Tutorial

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7 min read
APX Routines Are Deterministic Pipelines Around AI

APX Routines Are Deterministic Pipelines Around AI

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3 min read
I Use Telegram as My DevOps Dashboard — No Web UI, No VPN, Just Works

I Use Telegram as My DevOps Dashboard — No Web UI, No VPN, Just Works

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4 min read
I resurrected an archived C++/Qt6 desktop mascot and injected a fully autonomous local AI agent core into it (Powered by Ollama/Qwen)

I resurrected an archived C++/Qt6 desktop mascot and injected a fully autonomous local AI agent core into it (Powered by Ollama/Qwen)

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2 min read
Build a Slack Bot That Converts Videos on Demand

Build a Slack Bot That Converts Videos on Demand

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5 min read
비기술 창업자가 자동화 QA를 요구해야 하는 이유

비기술 창업자가 자동화 QA를 요구해야 하는 이유

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2 min read
# Building a Confluence MCP Server for Claude Code: From Setup to Skills

# Building a Confluence MCP Server for Claude Code: From Setup to Skills

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7 min read
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