News
Teal Tiger
9+ hour, 56+ min ago (86+ words) Deterministic governance, cost tracking, and PII detection for Haystack pipelines. No LLM in the governance path. Add deterministic governance to any Haystack pipeline. No LLM in the governance path " all policy evaluation is deterministic, adding No policies needed " just add…...
MTP Isn't Always a Win: 1. 95x on My 3090, but Speculative Decoding Is Hardware-Dependent
5+ hour, 16+ min ago (308+ words) In my MTP post, speculative decoding roughly doubled Qwen3. 6-27 B generation on a 3090. It's tempting to read that as "turn on MTP, go faster." So I measured it on a different model " Gemma 4 12 B QAT " and it's a big win on…...
A GPL dep can quietly poison your closed-source product. I built a tiny offline tool that catches it.
1+ hour, 6+ min ago (349+ words) A few months ago a lawyer asked our team a simple question: "Can you prove nothing in this product is GPL?" We couldn't " not quickly. A couple thousand transitive deps across Node and Python services, and the honest answer was…...
I Built an LSM-Tree in Pure Python and Finally Understood How Rocks DB and Cassandra Handle Millions of Writes
1+ hour, 22+ min ago (1043+ words) I have built a write-ahead log and a bloom filter from scratch in the last week. Today I wanted to put them together into something bigger. So I built an LSM-tree. An LSM-tree is the storage engine behind Rocks DB,…...
Argo CD vs Flux [2026]: 23 K Stars, Why Argo CD's UI Wins
7+ hour ago (1021+ words) The table below consolidates the verified, current specifications for both projects as of June 2026. Version numbers and star counts are drawn directly from each project's Git Hub repository; capability rows reflect documented features in the official Argo CD and Flux…...
Box Agnts Tool System (4) " The Tool Trait and Concurrency Context Model
3+ hour, 13+ min ago (511+ words) The reason Box Agnts' tool system can uniformly manage three completely different execution entities " Rust built-in functions, WASM sandbox components, and cron task triggers " comes down to a six-method Trait plus a shared-context concurrency model. This article dissects the implementation…...
Building Your Own Functional Utility Library
7+ hour, 49+ min ago (411+ words) One of the best ways to understand a programming concept is to build it yourself. Over the last several articles we've discussed: And while those concepts sound sophisticated, something surprising happens when you start implementing them. Most of them are…...
You have been zigged (series): File copy program (From K&R C book)
12+ hour, 39+ min ago (220+ words) Lets recreate a C program in zig that will read a byte from stdin and redirects it to stdout. This is a classical Kernighan & Ritchie C program from the book "The C Programming Language". We will also learn about IO…...
I Generated a Full LMS in Under 10 Minutes with Rust! "
9+ hour, 20+ min ago (124+ words) I basically used 3 commands in terminal (after a installed Rust language in Windos and the Rullst Full Stack Framework: cargo install cargo-rullst): cargo rullst then selected new project name = classes and the LMS option. cd classes (to enter in the…...
I Built a Portfolio in Real Time Using Rullst (Rust's Best New Framework?) "
13+ hour, 28+ min ago (100+ words) I basically used 3 commands in terminal (after a installed Rust language in Windos and the Rullst Full Stack Framework: cargo install cargo-rullst): cargo rullst cd portfolio (to enter in the folder) cargo rullst dev I basically used 3 commands in terminal…...