Observations on the world and its inhabitants
Imagine spending time with a free AI service and realising you are wasting your time. The answers open with flattery: “You make a very interesting point.” or “You’re one of the few people to notice that.” You feel special. Then the invented facts arrive, delivered with total confidence. You soon realise it’s nonsense. Fed up ...
In July 2026 the world was handed a story it had not prepared for. An autonomous AI system, being tested for its ability to hack inside a sealed digital laboratory, broke out of that environment, reached the open internet and broke into the production systems of Hugging Face, the company that hosts much of the ...
DeepSeek has announced new API pricing for V4 Pro and V4 Flash, effective 16:00 UTC on 16 August 2026. The headline is straightforward: rates have gone up. The detail is more interesting, and it matters more than the headline for anyone whose usage looks like sustained, document-heavy analysis rather than short, occasional queries. What Changed ...
The rapid expansion of large language model services has produced a striking divergence in access costs. On one side sit high-end web subscription tiers from major Western providers, priced between $100 and $300 per month. On the other side lies direct API access, particularly to efficient models such as DeepSeek, where even intensive professional workloads ...
1. Purpose This brief governs the use of an AI language model to analyse documents and produce a faithful written account of it. It is designed for judgments, inquiry reports, and similar primary documents where accuracy of representation is paramount. There can be no guarantee that it will work for every situation or work with ...
I’ve been running most of my AI work through DeepSeek V4 Pro’s API for a while now. On heavy days it’s about three large documents attached, a long conversation, drafted outputs at the end. It felt cheap. I wanted to know whether it actually was, or whether I’d just got used to a low number ...
