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A 125B-parameter LLM on your gaming PC: Strata makes Qwen3.8-Flash-Next run locally

Run an LLM locally: Strata runs the 125B Qwen3.8-Flash-Next on a 12 GB GPU and 64 GB RAM at up to 94 tokens/s, fully offline. Specs, speeds, limits.

Magnitude runs local LLMs up to 2x faster than llama.cpp, and your Mac will feel it

Magnitude is a free, open-source llama.cpp alternative with 92% faster decode on Mac. Benchmarks, supported models and Claude Code setup inside.

AI is changing cybersecurity. Companies must prepare for a new generation of attacks

In the space of five days, one of Poland’s most popular invoicing platforms reported a breach affecting every account, and Google released an AI model built to find software vulnerabilities on its own. Google also paused part of its bug bounty programme because AI-generated reports were overwhelming it. AI isn’t creating new hackers. It is […]

What is Jev? How System One models could change AI agents

In mid-September 2026 TypeSafe AI released Jev, and within a week LangChain had published two guides on using it inside agents. Most developers have heard the name. Fewer know why you’d call a separate „decision model” when GPT or Claude can already answer „is this ticket urgent?”. This post explains it. What is Jev? Jev […]

Cloudflare makes sharing localhost incredibly simple

Cloudflare has introduced a simple way to make a local application accessible from the Internet – without opening ports, configuring DNS or setting up a server. With Cloudflare Quick Tunnels, you can run: and instantly get a public HTTPS URL such as: This is especially useful when developing web applications, testing webhooks, sharing work in […]

Free, open-source AI code reviewer that makes agents debate your pull request before posting to GitHub

Open Code Review is an open-source AI agent that runs multiple specialized reviewers on your PRs, makes them debate findings, then posts results to GitHub.