Impeller is a brand new rendering engine designed from the ground up to address Flutter's 「early-onset jank」 issue. Unlike the traditional Skia engine, Impeller pre-compiles shaders during the build process, eliminating the need for runtime compilation that can cause occasional hiccups.
Devin launched half a year ago. $500/month, marketed as the first AI software engineer. Real feedback: what it can do, what it can't, and why most teams ended up not using it heavily.
Mid-2023, Claude pushed context window to 200k, GPT-4 sat at 8k/32k, Gemini hit 1M. Context window size became the metric for judging models. This article explains why it matters and whether you can actually use 200k tokens in practice.
After nearly a year using AI coding assistants from Copilot to GPT-4, I've hit many walls. This isn't a promotional piece—it's honest engineering feedback.
Running LLMs locally is getting popular, but what hardware should you buy at different budgets? This article provides real benchmark data to help you choose the right configuration. No product promotion, just objective numbers.