The fine-tuning vs RAG question usually arrives as a statement: “we need to fine-tune a model on our data.” It is one of the most expensive sentences in enterprise AI, and it is usually wrong. Not always, but usually. The request nearly always means one of two things: the model does not know about our business, or the...
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A website migration is the only routine project that can wipe out years of search visibility in a single afternoon. Rebuilds, replatforms, domain changes and even a tidy-up of URL structure all carry the same risk, and the damage rarely announces itself on launch day. It shows up two weeks later as a quiet, steady...
The case for moving off OpenAI got considerably stronger during 2026. Open-weight models reached a level where the quality gap on ordinary production work became narrow, published pricing undercut the frontier providers, and the weights themselves became downloadable, which turns a supplier relationship into an option....
Most teams treat API security as an authentication problem. They add tokens, check them on every route, and consider the job done. Then a tester changes one number in a URL and reads another customer’s invoice. That gap between “authenticated” and “authorised” is where the majority of real API breaches live, and it is...
If your WordPress site was hacked and is now showing pharmaceutical spam, redirecting visitors to somewhere unpleasant, or has been flagged by Google as deceptive, start here rather than with a plugin. The instinct is to install a security scanner and click clean. That removes the visible symptom and leaves the way in,...
Almost every WooCommerce performance investigation starts the same way. The store owner has already moved to a faster host, installed a caching plugin, and bought an image optimiser, and the site is still slow. They conclude that WooCommerce is simply heavy and give up. WooCommerce is heavier than a brochure site,...
Drupal migration is one of those projects that stays comfortably in next quarter’s plan until a date makes it urgent. Two dates are doing that right now, and only one of them is in the future. Drupal 7 lost official support on 5 January 2025. Any site still running it has been going without security coverage for well...
Organisations that need to hire a Drupal developer are usually running something substantial: a university site with forty departments, a public sector portal with accessibility obligations, a membership platform where permissions genuinely matter. Drupal rarely gets chosen for brochureware. It gets chosen when the...
Self-hosting Kimi K3 became technically possible on 27 July 2026, when Moonshot AI published the weights for a 2.8-trillion-parameter model alongside production inference support. A great many organisations read that news and concluded they could now run frontier-class reasoning on their own hardware and stop paying...
The Kimi K3 API arrived with an unusual combination behind it: frontier-adjacent benchmark results, aggressive pricing, and downloadable weights. Moonshot AI published those weights on 27 July 2026, which makes K3 the largest openly available model released so far and the first time a model at this scale has been...