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The Elephant in the Room: "Isn't This Just max_iterations?" Let me address this up front. If you're building a ReAct loop with a single LL
Originally published at deepu.tech. In my recent post about my fully offline AI-assisted Linux development machine, I dropped a small detail near the
Building a game engine from scratch is a massive undertaking, but it’s one of the most rewarding challenges a developer can face. I’ve recently decide
The Problem We Were Actually Solving I still remember the day our server growth hit a wall, and it was not the hardware that was the bottle
The Problem We Were Actually Solving I was part of a team responsible for developing a high-performance search engine, and our initial impl
The Problem We Were Actually Solving I was tasked with designing an event-driven system for a large-scale application, and after evaluating
The current generation of AI agents rests on a dangerous assumption: If the model behaves correctly, the system behaves correctly. This assumption
All patterns tested across 7 shipped Mac apps. No fluff — just the state management approaches that actually work in production Tauri v2 apps.
The Problem We Were Actually Solving I still remember the day our team's digital product was blocked by a major platform store due to a vag
The Problem We Were Actually Solving I was tasked with optimizing the performance of our treasure hunt engine, a system designed to handle
👋 Greetings, community. Today marks the official "Day Zero" for the Cirious Foundation on Dev.to. If you observe the current software deve
The Problem We Were Actually Solving I was tasked with designing a server that could handle a massive increase in traffic for a popular tre
Originally published on andrew.ooo — visit the original for any updates, code snippets that aged out, or follow-up posts. TL;DR LitePars
The Problem We Were Actually Solving I still remember the day our server stalled at the first sign of growth, unable to handle the increase
The Problem We Were Actually Solving I was the lead systems engineer on a project to build a massive online treasure hunt platform, where t
The Problem We Were Actually Solving I still remember the day our team was tasked with optimizing the performance of our company's flagship
I have a lot of small scripts that are useful only on my own machine: cleanup jobs, sync tasks, backups, local reports, quick data pulls, and lately a
AI workloads have exposed the fundamental limitations of traditional API gateways. While REST APIs follow predictable patterns, AI applications deal w
I streamed Mixtral 8x7B from NVMe on a $0.40/hour VM and got 3.32 tps — here's how Most people assume running Mixtral 8x7B requires an A100
Why I Open-Sourced Only Layer Zero For the past months I’ve been building a deterministic infrastructure foundation in Rust. Today I decided to publ