
I Turned My Laptop Into a Local AI Operating System — No Cloud, No API Keys, No Subscriptions
A real control panel for models, agents, automations, and system metrics all running offline. Continue reading on Write A Catalyst »

A real control panel for models, agents, automations, and system metrics all running offline. Continue reading on Write A Catalyst »

Episode 4: Duct Tape Engineering (Adapter Pattern) Accompanying source code repository: Learning Python Object-Oriented Alright storytellers, settle i...

The hard lessons that saved me from overengineering my automation stack. Continue reading on Python in Plain English »

I work with audio a lot — music collections, audiobooks, voice messages, podcast recordings. Every task needed a different tool, a different installat...

If you're sourcing wholesale products from Yiwugo.com, you'll quickly realize that manually downloading product images is tedious and time-consuming....

This privacy screen shuts off visibility to your laptop's display outside of a 60-degree angle.

Introduction Software development is undergoing a fundamental transformation. The rise of AI-powered development tools has shifted from novelty to nec...

Introduction Modern applications rarely exist in isolation. A typical dashboard might pull user data from your authentication provider, metrics from y...

Your API just handled 10x normal traffic during a flash sale, and now your database is melting. You added rate limiting last month, but it's running i...

Your microservice just corrupted production data. A race condition in the order processing service double-charged 847 customers, and now you're starin...

Your event-sourced system worked perfectly in development. Then you hit 10 million events, projections started lagging by minutes, and your ops team i...

Your API is getting hammered. Response times are spiking, your database connection pool is exhausted, and legitimate users are getting timeouts becaus...

Your CAD documentation lives in scattered PDFs, tribal knowledge, and that one engineer's head who's about to retire. When someone asks "which parts u...

Your proof-of-concept worked beautifully in development. The ChatGPT integration responded in under a second, the code was clean, and stakeholders wer...

You've got a recommendation engine that's slow, a fraud detection system drowning in JOINs, or a content platform where "related items" queries take s...

You've written distributed systems, optimized database queries, and architected microservices—but when someone mentions "backpropagation" or "gradient...

Your payment service is humming along at 3,000 requests per second. Latency is steady at 15ms. Then the fraud detection API starts responding slowly—w...

When building parametric CAD systems, one of the most frustrating challenges is managing components from multiple sources. Your project might need cus...

When you first start writing backend code, it feels natural to do everything inside one function. Continue reading on Medium »

Basic HashMap Operations Program & concept Continue reading on Medium »
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