If you ever opened a computer science textbook, it probably introduced computational complexity somewhere in the very beginning. Simply put, it is the total count of elementary operations (additions, multiplications, reads, writes…) that are executed during a computation, optionally weighted by their costs. Read more ›
The Ultimate System Design Tutorial for Beginners (Using Pizza Shop) Read more ›
In part 1 of our 3-part LLM quantization series, we build the foundation you'll need to understand why running a 70 billion parameter model without a trust fund requires some creative problem solving. Read more ›
Discover the 5 DNS servers every home lab should know about, including Technitium DNS, Unbound, BIND9, Pi-hole, and CoreDNS. Learn the strengths, weaknesses, and high availability options for each. Read more ›
Welcome to the July 2026 edition of Scalendar — your monthly guide to Scala events, conferences, meetups, and community happenings from around the world. This month features a strong lineup of events for Scala developers, with a particular focus on programming languages, software engineering, functional programming, and AI. From Scala-specific workshops to major international conferences […] The post appeared first on . Read more ›
Why the next big software architecture decision is no longer just cloud versus local, but latency versus privacy versus sustainability —… Read more ›
At a Stanford talk, Sam Altman defended LLM scaling and hit back at skeptics, saying a whole generation of researchers slowed the field by underestimating what scaling could do. He cited OpenAI's recent disproof of a mathematical conjecture as evidence. The article appeared first on . Read more ›
Fewer pieces, fewer things to fix at 2am. Read more ›
The editor resigned after the journal’s artificial-intelligence system overrode his selection of referees for a manuscript. His move prompted an internal review of the system. Read more ›
In the context of control theory and automata theory, controllability and observability are dual concepts describing the capacities (1) to control the state of a system and (2) to detect the state of a system from observations. In automata theory, the alternative term reachability is frequently used in place of controllability. Read more ›
ZFS and Ceph are both powerful open-source storage technologies, but they address fundamentally different challenges. This article explores the trade-offs between distributed storage and standalone storage architectures, helping infrastructure teams determine when Ceph’s scalability is necessary and when ZFS offers a simpler, faster, and cost-effective solution. The post appeared first on . Read more ›
🚀 How Lightweight LLMs Can Use Tools Without Large Compute: A Prompt-Driven Tool-Calling Approach AI #LLM #MachineLearning #AIAgents #PromptEngineering #OpenSourceAI 🚀 Introduction Large Language Models (LLMs) like GPT-4 or Claude are extremely powerful, but they come with a major limitation: they require huge computational resources. But what if smaller, open-source models could also perform complex reasoning tasks—without needing massive GPUs? This question led to my research: “Prompt-Drive... Read more ›
Docker Compose now treats AI models as first-class application components via a top-level `models:` element, so you can wire models, agents, and tools into one declarative file and bring them up with a single `docker compose up`. The required field is `model:` (the OCI artifact pulled and run by Doc Read more ›
A celebrated consequence of the minimax theorem is that two-player zero-sum games admit a tractable equilibrium characterization. In many central applications, however, each side comprises multiple independent agents who share a common objective but cannot perfectly coordinate their actions. Such settings can be modeled as \emph{team zero-sum games}, a natural generalization of both two-player zero-sum games and potential games -- the two most w... Read more ›
A cold blob of water in the North Atlantic points to a weakening of the Atlantic Meridional Overturning Circulation, researchers report. Read more ›
Firstly, YAGNI is an acronym meaning "You aren't gonna need it". It's often used in reference to software development, commonly around premature optimisation, and to a lesser degree around when to use some gang of 4 design patterns. Read more ›
Twelve models worth knowing in 2026, each with one standout strength. Read more ›
A self-hosted bookmark management tool. Contribute to beromir/Servas development by creating an account on GitHub. Read more ›
There are some system design questions that look deceptively simple. Read more ›