Code Story: Building a Recommendation Engine with TensorFlow 2.17 and Keras 2.17
In 2024, recommendation engines drove 35% of all e-commerce revenue, yet 68% of engineering teams struggle to deploy models that balance accuracy and …
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War Story: We Used Claude Code 2.0 to Generate 10k Tests and Cut Bug Rates by 45%
In Q3 2024, our 12-person backend team at FinTech startup LedgerFlow was drowning: 142 production bugs in 90 days, a 22% regression rate per sprint, a…
Beyond the Code
Why communication is the most important skill you're not developing, and what happens when you finally do. An honest confession from a senior develope…
Maximum Concurrency (& Sub-Quadratic Scaling) By TokenGate
What is TokenGate? TokenGate is a beta Python concurrency system built around a token-managed execution model. Instead of managing threads directly, y…
The Invisible Layer Protecting Your Go Dependencies
Before starting, I want to be clear: this is not a deep dive into the Golang Proxy, but an introductory explanation so you know about it and its exist…
"42% Silence": What It Means to Control Failure in AI Code Verification
We live in an era where AI writes code. The problem is no longer productivity. It's trust. Code gets generated fast. Tests pass. But there's no guaran…
I Built a Threading Engine - I Need Results (Feedback)
I've been building TokenGate - an experimental Python concurrency engine that uses a token-based model to manage threaded tasks. No manual thread mana…
Why would Go do this in its documentation?
Before diving in, let me be clear: this is not a critique nor a complaint about Go. It’s simply an observation that led me to an interesting question.…
Building an Advanced Color Contrast Checker for Accessibility (WCAG Guide + Auto-Fix)
There are a lot of colors, but not all colors go together. How to choose between colors? Which colors go with each? And even how color-blind people se…
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auto in C23 Paul J. Lucas Paul J. Lucas Paul J. Lucas Follow Jan 18 '24 auto in C23 # c 6 reactions Comments Add Comment 6 min read
Writing maintainable react code at scale
Frontend applications rarely fail because React itself is difficult. They fail because the codebase slowly becomes harder to understand, extend, and d…