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AI news, guides, and comparisons

What new AI models and tools can do, what they cost, how they compare, and how to run them yourself.

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A single GPU module feeding five interchangeable model tiles through a highlighted output channel toward an empty result frame, representing local open-source LLMs run for coding on one graphics card.

The Best Local Open-Source LLM for Coding in 2026

Five Apache-licensed local coding models that match GPT-4o on benchmarks, run on one GPU, and cost nothing per token. A practical buyer's guide.

best local open source LLM for codinglocal coding modelsQwen2.5-Coder
An open structural framework routing data between a mechanical rotary dial and a blank display panel through a central logic cartridge, representing local AI scripts integrating repurposed hardware.

How Developers Reuse Old Hardware with Local AI Scripts

Learn how developers turn rotary phones, old laptops, Kindles, and spare phones into a subscription-free smart home using open-source local AI scripts.

reuse old hardware local AIlocal-first smart homeFrigate NVR
A massively oversized processor module housing a tiny, solitary logic die, illustrating severe bloat and underutilization in AI compute stacks.

The Hidden Bloat in Your AI Tooling Stack

From a hidden LibreOffice install inside ChatGPT to 5% GPU utilization, here's what's bloating your AI tooling stack and how LLM inference cost optimization fixes it.

llm inference cost optimizationai tooling bloatgpu utilization
A single processing block with a continuous track looping back into itself stands in front of a tall, transparent stack of multiple layers, illustrating a looped transformer.

What Are Looped Transformers in AI?

Looped transformers reuse the same layers repeatedly to reason in hidden math, not words. Here's how they work, why OpenAI's Astra uses them, and the safety tradeoff.

looped transformersrecurrent depthOpenAI Astra
A single sealed software module stands apart from a cluster of smaller, modular assemblies built from interlocking parts, illustrating internal tools being self-built instead of bought as one packaged product.

Niche SaaS Is Bleeding Out as Clients Build It Themselves

AI coding agents let teams replace mid-priced SaaS in days, not weeks. Here's the data on who's building, who's buying, and what still needs a vendor.

build vs buy internal tools with AIAI coding agents replace SaaSinternal tools with AI
Five cutaway legacy computer systems, from a punch-card-era terminal to a large mainframe with rows of card slats, each being probed and reorganized into cleaner internal structure.

5 Legacy Codebases AI Can Now Modernize and Let You Own

From 1993 Amiga assembly to 220 billion lines of COBOL, AI now automates the expensive part of modernization: understanding old code. Here's the proof.

AI legacy code modernizationmodernize COBOL with AIAI code migration
A central filtering cube governs a radiating ring of many identical query paths, some intact and some visibly severed, illustrating DNS-level tracker blocking.

How to Block Network Trackers With DNS

ISPs and IoT devices monetize every DNS query by default. Here's how self-hosted and protective DNS filtering block trackers network-wide.

block network trackers dnspi-hole setupprotective dns