News

Feb 06, 2026

From 120 Hours to 2: The Hybrid Validation Shift Behind Faster, Safer Releases

A biographical look at how Kostiantyn Shkliar's career moved from setting up automation processes in large organizations to buildi...

Feb 06, 2026

ComLab Earns a 40 Proof of Usefulness Score by Turning User Feedback into Action...

ComLab, a hackathon-built AI feedback platform, earned a 40 Proof of Usefulness score by helping teams convert noisy user input in...

Feb 05, 2026

Search and Extract: Why This AI Pattern Matters, Tutorial, and Example

​​Learn why search-and-extract matters for AI enrichment and research. Step-by-step tutorial using SERP API, Web Unlocker, and Bro...

Jan 28, 2026

The Quiet Path to Mass Unemployment: “Snowballing Automation”

When AI reduces the cost of building automation itself, adoption accelerates as it expands.

Jan 23, 2026

Small Wins, Big Impact: Revenue & Churn Automation Secrets

Discover actionable automations subscription businesses can implement fast to boost revenue and reduce churn, without heavy engine...

Jan 23, 2026

Low Code and No Code in 2026: The Way I Pick a Platform Without Regret

Low code and no code are not side tools anymore. They are becoming a default path to ship internal workflows, portals, dashboards,...

Jan 18, 2026

ATS for Hiring: Fixing Old Problems or Creating New Ones?

Applicant tracking systems streamline hiring and reduce manual work, but their reliance on automation and AI risks reinforcing bia...

Jan 18, 2026

Your UI Automation Is Flaky Because You’re Waiting Wrong (Here’s the Fix in .NET...

Playwright is a tool for automating web applications. It can be used to help you fix mistakes in your web apps. The most common ca...

Jan 08, 2026

Not Everything Should Be Automated

A few years ago, a budgeting app that tagged every purchase was smart, almost too smart. But after a few months, something strange...

Dec 31, 2025

Building a Graph-Based Lineage AI Tool with Python

Data relationships are not linear, they are a network. To solve this, we need to treat our infrastructure as a Graph. We will use...

Dec 30, 2025

The $50,000 PDF No One Reads: Why Your Security Audits Are Failing

Security isn't about generating paperwork; it's about finding the cracks before the water gets in.

Dec 26, 2025

The Infinite Loop of "Fixing the Build": How to Escape CI/CD Purgatory

DevOps is becoming more like "Copy-Paste DevOps," where we drag the same mediocre, insecure pipeline configuration from project to...

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