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How to Build a Cost-Aware LLM Routing System with NadirClaw Using Local Prompt Classification and Gemini Model Switching

In this tutorial, we explore NadirClaw as an intelligent routing layer that classifies prompts into simple and complex tiers before sending them to the most suitable model. We start by installing the required packages, setting up an optional Gemini API key, and testing the local classifier through the NadirClaw CLI without making any live LLM […]

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I knew my writing students were using AI. Their confessions led to a powerful teaching moment | Micah Nathan

The problem wasn’t just the perfectly polished, yet mediocre prose. It’s what’s lost when we surrender the struggle to translate thought into wordsI have been teaching fiction writing at MIT since 2017. Many of my students last wrote fiction in middle school, and very few have experienced a proper workshop, so at the start of

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NVIDIA AI Just Released cuda-oxide: An Experimental Rust-to-CUDA Compiler Backend that Compiles SIMT GPU Kernels Directly to PTX

NVIDIA AI researchers recently released cuda-oxide, an experimental compiler that allows developers to write CUDA SIMT (Single Instruction, Multiple Threads) GPU kernels in standard Rust code. The project compiles Rust directly to PTX (Parallel Thread Execution) — the assembly-like intermediate representation that CUDA uses to target NVIDIA GPUs — without requiring domain-specific languages, foreign function

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Cape Verde bets on tech to reverse postcolonial brain drain

African archipelago hopes startups, digital infrastructure and diaspora investment can transform its economyFor much of its history since its discovery by the Portuguese in the mid-15th century, the Cape Verde archipelago off the coast of west Africa served as a hub of the international slave trade, with Africans forcibly transported to marketplaces before being distributed

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Defence sovereignty: Europe races to build the low-cost weapons of future

With Trump wavering on Nato and war in Ukraine, Europe is scrambling to spend billions on weapons such as dronesIn a small workshop in England’s East Midlands, engineers at the British startup Skycutter are designing weapons for Ukraine. A row of 3D printers make the fuselage for interceptor drones, while parts such as motors and

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NVIDIA AI Releases Star Elastic: One Checkpoint that Contains 30B, 23B, and 12B Reasoning Models with Zero-Shot Slicing

Training a family of large language models (LLMs) has always come with a painful multiplier: every model variant in the family—whether 8B, 30B, or 70B—typically requires its own full training run, its own storage, and its own deployment stack. For a dev team running inference at scale, this means multiplying compute costs by the number

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Google developers significantly misstate carbon emissions of proposed UK datacentres

Emissions understated by factor of five in Essex plans for tech giant, while Greystoke’s Lincolnshire plans show similar errorDevelopers working for Google have significantly misstated how much carbon two proposed AI datacentres will contribute to the UK’s total emissions in planning documents reviewed by the Guardian.The tech company wants to build two huge datacentres –

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Who is Louis Mosley, the man tasked with defending Palantir against its critics?

The company’s UK and Europe boss has become a lightning rod for the British public’s fear of a US tech takeoverThe hall was packed with rightwing radicals when Louis Mosley heralded a coming revolution. Just as Oliver Cromwell – that “crusader for Christ and liberty” – routed King Charles I’s royalists, “a similar revolution is

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AI will make language barriers disappear – and diminish our understanding of other cultures

Machines may soon translate every conversation flawlessly. But language is more than information – it is curiosity, intimacy and cultural discoveryOne of my earliest assignments as a young interpreter was to provide simultaneous interpretation for the proceedings of an ecumenical council that brought together all Christian denominations. As my homework, I dutifully read scripture, the

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Meet GitHub Spec-Kit: An Open Source Toolkit for Spec-Driven Development with AI Coding Agents

If you have spent time using AI coding agents — GitHub Copilot, Claude Code, Gemini CLI — you have probably run into this situation: you describe what you want, the agent generates a block of code that looks correct, compiles, and then subtly misses the actual intent. This “vibe-coding” approach can work for quick prototypes

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