AIxploria’s new Mistral Large 4 card invites readers to discover Mistral’s trillion-parameter model. We check its twelve claims against Mistral’s announcement and Artificial Analysis: the technical summary holds up, but the open-source label is premature, the Free tag is wrong and the #27 badge belongs to Claude Sonnet 5.
OpenAI’s GPT-6.1 Sol reached AIxploria about 14 hours after DevDay, badged #4 in LLM models. We checked 24 claims on the card against OpenAI’s docs, system card, Artificial Analysis, OpenRouter and GitHub. Twenty-one hold up; a Terminal-Bench claim, a safety summary and the Freemium tag do not, and the card omits cache-write costs and latency.
Debian’s developers have voted down a proposal to ban AI-generated code, adopting Marc Haber’s “Responsible Use of Generative AI” position instead. The outright ban failed its 3:1 supermajority at 0.560, with 425 of 1,045 eligible developers voting in General Resolution 2026-002. This analysis covers the eight ballot options, the full vote numbers, how Debian now compares with Gentoo, NetBSD, QEMU, Fedora and the Linux kernel, why enforcement and copyright arguments sank the ban, and what the decision means for contributors and for businesses running Debian-based systems.
Microsoft Copilot and a custom AI assistant are not rivals for the same job — one is a £13.80-a-seat licence inside Office, the other is software built around your data, your customers and your process. This guide puts verified UK figures on both: Copilot’s real pricing and the measured government trial results, what a custom build actually costs at £1,100 a day, a 50-person worked example run down both routes over three years, the hybrid pattern that uses each for what it is best at, and a five-question decision framework that settles the choice for most businesses in an afternoon.
The general, all-sector answer to the question every UK business is now asking: how do you get the benefit of large language models without feeding them things you are paid to protect? This guide defines what private AI actually means, maps the five deployment levels from business-tier chatbots to fully self-hosted open-weight models, sets the UK GDPR and confidentiality position, prices a 20-person worked example across all four buyable routes, covers RAG without exposure, the NCSC and OWASP security layer, vendor due diligence in eight questions, and finishes with a 90-day rollout plan.
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