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# automation

Automating development, deployment, and operational tasks.

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👋 Hi, I’m Tharuka

👋 Hi, I’m Tharuka

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1 min read
Beyond the UI: Mastering Airflow 3 with Bare-Metal Postgres and TaskFlow

Beyond the UI: Mastering Airflow 3 with Bare-Metal Postgres and TaskFlow

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3 min read
AI Can't Fix What It Can't See: How cdk diagnose Enables Autonomous CDK Remediation

AI Can't Fix What It Can't See: How cdk diagnose Enables Autonomous CDK Remediation

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11 min read
I built an AI agent that learns from repeated issues using memory

I built an AI agent that learns from repeated issues using memory

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6 min read
1: The Problems/Errors I Faced While Writing BashScripts And The Solutions also

1: The Problems/Errors I Faced While Writing BashScripts And The Solutions also

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4 min read
MCP vs CLI for Browser Automation: I Benchmarked Both and the Results Surprised Me

MCP vs CLI for Browser Automation: I Benchmarked Both and the Results Surprised Me

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9 min read
Zapier vs Make vs n8n vs Power Automate vs Pipedream: What I learned building a guide for all five

Zapier vs Make vs n8n vs Power Automate vs Pipedream: What I learned building a guide for all five

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4 min read
247K Stars⭐⭐ Hide OpenClaw's Skill Boundary Failures Nobody Is Fixing

247K Stars⭐⭐ Hide OpenClaw's Skill Boundary Failures Nobody Is Fixing

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5 min read
Automated Advanced Analytics: An Unexpected Tool in the Cyber Arsenal

Automated Advanced Analytics: An Unexpected Tool in the Cyber Arsenal

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2 min read
Smart Playbooks: Handling Ubuntu and CentOS in one go with Ansible

Smart Playbooks: Handling Ubuntu and CentOS in one go with Ansible

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1 min read
Applied AI with Python: Firecrawl RAG, Decentralized Models & Streamlit Workflows

Applied AI with Python: Firecrawl RAG, Decentralized Models & Streamlit Workflows

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3 min read
Why 60 seconds beats a perfect message: an automation latency study

Why 60 seconds beats a perfect message: an automation latency study

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5 min read
Make.com vs Zapier vs n8n in 2026: Which One Do You Actually Need?

Make.com vs Zapier vs n8n in 2026: Which One Do You Actually Need?

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3 min read
How I Built a Personalized Funding Newsletter That Sends Every Subscriber a Different Email

How I Built a Personalized Funding Newsletter That Sends Every Subscriber a Different Email

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4 min read
From Zero to Automated: Building Video Workflows That Scale

From Zero to Automated: Building Video Workflows That Scale

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4 min read
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