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# automation

Automating development, deployment, and operational tasks.

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Stop Babysitting Container Updates: Practical Podman Auto-Updates with Quadlet, Health Checks, and Rollback

Stop Babysitting Container Updates: Practical Podman Auto-Updates with Quadlet, Health Checks, and Rollback

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6 min read
AI coding evolves from autocomplete to running the full development process

AI coding evolves from autocomplete to running the full development process

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7 min read
Inside a Real-Time AI Fraud Detection Engine That Makes Decisions in Under 50ms

Inside a Real-Time AI Fraud Detection Engine That Makes Decisions in Under 50ms

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5 min read
Find Jobs on Twitter: How I Built a Hiring Scraper

Find Jobs on Twitter: How I Built a Hiring Scraper

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12 min read
Build an Intent-Based LinkedIn Outreach System in an Afternoon

Build an Intent-Based LinkedIn Outreach System in an Afternoon

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10 min read
I Let AI Run My Code Reviews for 30 Days - The Results Shocked Me

I Let AI Run My Code Reviews for 30 Days - The Results Shocked Me

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5 min read
Code Your Way Out of Churn: 5 Underused B2B Onboarding Plays for Devs

Code Your Way Out of Churn: 5 Underused B2B Onboarding Plays for Devs

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5 min read
I Tested My AI Pipeline 6 Times and Found 9 Bugs. The Model Caused Zero of Them.

I Tested My AI Pipeline 6 Times and Found 9 Bugs. The Model Caused Zero of Them.

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4 min read
How I Export 700+ Skool Members to CSV with One API Call (Email, Tier, LTV, Survey)

How I Export 700+ Skool Members to CSV with One API Call (Email, Tier, LTV, Survey)

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5 min read
Document Generation for Developers: Security, Compliance, and Build-vs-Buy Decisions for the Template-Plus-Data Pipeline

Document Generation for Developers: Security, Compliance, and Build-vs-Buy Decisions for the Template-Plus-Data Pipeline

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15 min read
How Enterprise RAG Is Structured: Why Access Control Comes Before Retrieval Scoring

How Enterprise RAG Is Structured: Why Access Control Comes Before Retrieval Scoring

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4 min read
I Built a Free Daily AI News Engine Using Claude Code CLI — No API Key Needed

I Built a Free Daily AI News Engine Using Claude Code CLI — No API Key Needed

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3 min read
Would you pay $9/mo for automatic Stripe Airtable sync,or am I solving a non-problem?

Would you pay $9/mo for automatic Stripe Airtable sync,or am I solving a non-problem?

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2 min read
OpenClaw Device Pairing: Why Your Dashboard Says 1008 and How to Fix It Safely

OpenClaw Device Pairing: Why Your Dashboard Says 1008 and How to Fix It Safely

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7 min read
AI Agents Observability, Python Logging for OTel, & PySpark Code Linter

AI Agents Observability, Python Logging for OTel, & PySpark Code Linter

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3 min read
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