Forem

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

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5 min read
Scaling Static Site Generation for Localized Data with Python

Scaling Static Site Generation for Localized Data with Python

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

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10 min read
Find Jobs on Twitter: How I Built a Hiring Scraper
Cover image for 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
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.
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I Tested My AI Pipeline 6 Times and Found 9 Bugs. The Model Caused Zero of Them.

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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
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
Explobar: Fixing That Surprisingly Annoying Friction in Windows Explorer
Cover image for Explobar: Fixing That Surprisingly Annoying Friction in Windows Explorer

Explobar: Fixing That Surprisingly Annoying Friction in Windows Explorer

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4 min read
Building swiftdeploy: A Policy-Gated Deployment CLI

Building swiftdeploy: A Policy-Gated Deployment CLI

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4 min read
5 Type Scales I Use in 2026 (And the One I Quietly Dropped)

5 Type Scales I Use in 2026 (And the One I Quietly Dropped)

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6 min read
Forkline: Building AI runners for engineering teams

Forkline: Building AI runners for engineering teams

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3 min read
Building AI outbound that won’t get you fired: guardrails, audit logs, and human-in-the-loop

Building AI outbound that won’t get you fired: guardrails, audit logs, and human-in-the-loop

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3 min read
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