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When the Trump administration cracks down on Anthropic, who benefits?
On the new episode of Equity, we discussed what actually prompted the administration’s latest moves against Anthropic, and what this might mean for the AI ecosystem.
June 21, 2026
How I Chose My Web Development Path as a Beginner
Choosing a learning path is one of the most critical decisions you make as a beginner. When I set out to learn web development, I knew exactly what I needed: resources that were thorough,…
June 21, 2026
Beyond Siri: Here are the practical AI features coming to your iPhone in iOS 27
Siri’s AI overhaul may have grabbed the headlines at WWDC, but some of Apple’s most useful AI features are arriving elsewhere in iOS 27.
June 21, 2026
I Fine-Tuned a 270M Model on My Laptop (Full Fine-Tuning, From Scratch)
Series — Fine-Tuning, Smallest to Largest (same task, three techniques, smallest model to largest): Full Fine-Tuning (270M) ← you are here LoRA (1.5B) QLoRA (7B) If the small model worked, why…
June 21, 2026
1.4.10 Planner Hook: When It Fires, How to Use It
Everything from 1.4.1 through 1.4.9 happened inside a single function, standard_planner(). Building paths, costing them, searching for a join order, estimating cardinality from statistics: all…
June 21, 2026
Why AI in Manufacturing Fails Without Quality Data
In manufacturing, where data is fragmented across machines, operators, and disconnected legacy systems, the risk of poor data readiness is amplified.
June 21, 2026
Grokking System Design: The Complete Roadmap for System Design Interviews
System design preparation often feels harder than it should. You open one article and see caching, sharding, replication, and load balancing. Then another resource introduces Kafka, consistent…
June 21, 2026
lopdf vs pdfium in Rust — What I Learned Building a PDF App
All tests run on an 8-year-old MacBook Air. All results from shipping 7 Mac apps as a solo developer. No sponsored opinion. I built Hiyoko PDF Vault — a macOS PDF tool — in Rust. Choosing the…
June 21, 2026
Stop reading to build a library. Start reading to solve a problem.
Most engineering reading lists are optimized for knowledge accumulation. Modern engineering rewards bottleneck elimination. Last week, a junior engineer showed me a “Top 10 Books Every…
June 21, 2026
The Imitation Mandala
This is a submission for the June Solstice Game Jam What I Built The Imitation Mandala is an interactive, generative 3D art ecosystem and narrative simulation. The game draws inspiration from…
June 20, 2026
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