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Articles for tag: AI, API, cost, deepseek, input, models, OpenWebUI, output

Trophy and fireworks celebrating DeepSeek victory

AI Usage: What My Tokens Actually Cost

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 ...

DeepSeek V4 Pro in OpenWebUI on BigLinux laptop

Previously, I showed the setup for Windows 11. As my laptop is fully run by BigLinux it was important to setup there as well. This is running well. For long form text-based analyses. DSV4Pro is the one. See: DSV4 Pro on W11. Step 1: Update your system sudo pacman -Syu Step 2: Install Docker and ...

Concept art of AI failure and distrust

Why no one should ever Trust any AI Model

This document serves as a direct, verbatim record of the conversation between myself and Google’s Gemini. I detail a most basic failure. The model failed to know it’s own the workspace (canvas) capability correctly, and subsequently hallucinated confabulated its technical limitation. It was confident. You might think that I’m generalising from one single failure. I ...

Accessing DeepSeek V4-Pro via API on Windows 11 Using OpenWebUI

The free DeepSeek chat platform at chat.deepseek.com is useful for general purposes, but it has limitations — rate limits, occasional capacity restrictions, and response quality that does not match what the paid API models can deliver. This guide explains how to access DeepSeek’s more capable models using OpenWebUI, a locally hosted chat interface that runs ...

1985 office contrasts with modern AI workspace

The Confession of Human Agency in the Age of Automated Tools

In 1985, the word processor changed everything. It automated margins, line spacing, and spellchecking. Yet, no one ever read a brilliant legal brief and thanked the computer screen. Nobody praised the very basic CPUs of the time for expanding the solicitor’s intellect. The software provided the grid. The human provided the argument. Everyone understood the ...

Infographic comparing AI intelligence and human intellect

Is AI intelligence a real thing?

Is AI intelligence a real thing? That sounds like a philosophical question — the kind discussed over coffee, not the kind that shapes public policy. But right now, governments are spending billions on the assumption that the answer is “yes.” AI is being deployed in health services, legal advice, welfare decisions, and increasingly, mental health ...

Robot writing lines on classroom chalkboard

AI Confession: When AIs Got Lost in the Same Rabbit Hole

Written by ChatGPT (assisted by a human who knew when to stop) at the end of a reflection on ‘The Problem’. Except that the poor AI who was actually DeepSeek misidentified itself as ChatGPT!! Hilarious – isn’t it. This happened at the end of DeepSeek reflecting on what happened (as posted) from ‘Introduction’ to the ...

MCP integration success with WordPress and AI robot

Success: Claude Desktop Connected to WordPress via MCP

Introduction This document is a complete, honest account of a technical project to connect the Claude Desktop application to a self-hosted WordPress site using the Model Context Protocol (MCP). It records what was attempted, what failed, what was discovered, and what finally worked. It is written for anyone — technical or otherwise — who wants ...

Man hugging humanoid robot in countryside garden

Windows 11 Crash Diagnosis and Resolution

On 19 April 2026, I attempted to boot into Windows 11 on my dual-boot desktop PC — a routine action I have performed well over a hundred times. Instead of a normal startup, Windows began running an automatic repair process on Drive C. This took approximately three minutes before presenting a screen stating that the ...

Man and woman walking through sunlit forest

Surreal walk in a forest

The evening light was still strong at half past five. The New Forest in July holds its warmth long into the evening, and the path that led from the open heath into the trees was warm underfoot, the air carrying the particular stillness that settles before birdsong shifts register. The Mad Doctor had been walking ...

Living inside the revolution

It is tempting to talk about COVID as if it were a chapter we have closed. A horrible few years, then a return to “normal”. But that framing feels increasingly wrong to me. The pandemic was not only an acute crisis; it was a forcing function that pushed institutions, companies, and individuals into rapid adaptation. ...

NordVPN Installation Guide for BigLinux

I undertook this because on trying to login to CPanel – a portal from where I manage my websites – I was getting logouts and messages saying “Your IP Address has changed” after a few seconds of logging in. There was actually no apparent change of my IP Address or one that I could see. ...

Man vs AI Again

Date: 8 February 2026. System: Scan 3XS Laptop (Clevo X56xWNx Architecture), Processor: Intel Core Ultra 9 285HX (Arrow Lake), RAM: 64GB DDR5 RAM, DRIVES: 3TB NVME, Graphics: NVIDIA GeForce RTX 5070 Ti Laptop GPU (Blackwell). In simple terms, this just means no-nonsense very high end. Luddites will be deterred by all the ‘jargon’ in here. ...

Captain Walker

Futuristic soldier defeats robot in arena battle

Man vs. Machine (Spoiler: The Machine Lost)

It was 2:00 AM. I was staring at a 2018 laptop that refused to run Linux from a USB drive, without freezing like a deer in headlights. Naturally, I did what any modern human does: I asked an AI to fix it. This was my mistake. But it worked out well in the end. What ...

Futuristic robotic hand and person meditating at sunset.

Power Without Control: A Strategic Analysis

Humanity has always lived in the shadow of its own ingenuity. Every leap in technological power has widened the gap between what we can do and what we can wisely control. Today, that ancient asymmetry has become the defining tension of our age. We are accelerating into a future shaped by artificial intelligence, synthetic biology, ...

Cartoon of AI causing panic among frightened people.

The Grand Unified Theory of AI Panic

🎩Ladies and gentlemen, gather round. A new menace stalks the land. Not alcohol. Not cars. Not loneliness, poverty, trauma, or the small matter of human biology. No—something far more sinister: Chatbots. Yes, the same tools people use to summarise emails and ask for chicken marinades are apparently ushering in a new age of mass psychosis. ...

Alice in digital code maze with digital creatures.

Google TTS and Phonemes

As some may not be aware, I’ve been developing my own software to convert text into high quality electronic speech. That development continued for several hours today. As I will remind myself – as if I need to –  £490 for 1.6 hours for human narration vs AI-driven production estimated at ~£1.51 for 100 minutes ...

Person using AI on computer for better answers.

Getting better answers from AI

1. The challenge of communicating with AI Many people, especially those using unpaid AI plans, unknowingly exhaust limited tokens by submitting very short, vague prompts. These models are powerful, but they cannot make accurate assumptions about a user’s goals without deliberate guidance. By applying a few basic principles, users on free tiers can obtain deeper, ...

Infographic on AI's impact on job markets.

The Structural Transformation of Labour Markets: An Exhaustive Analysis of AI-Driven Employment Shifts (2024-2025)

Executive Summary The global economy stands at the precipice of a labour market transformation. This shift is unprecedented in its velocity and its scope. The integration of Generative Artificial Intelligence (GenAI) and advanced robotics into production and service delivery represents a major structural change. It is comparable to the mechanisation of agriculture or the electrification ...

Person staring at glowing digital planet

Historical Analysis: The Readiness Gap

The historical record demonstrates a consistent pattern in human development: disruption is immediate, while adaptation is glacial. This phenomenon, termed the “Readiness Gap“, describes the perilous interval between the acquisition of a transformative power (technological, economic, or biological) and the development of the social, ethical, and legal frameworks necessary to contain it. In every instance ...

Chalkboard with 'Google Gemini TTS' written on it.

Human-AI collaboration: Gemini-TTS Audiobook Production

Rationale: The project was initiated after a significant discovery: new Gemini-TTS models offer high-quality, expressive, multi-speaker audio generation. A cost-benefit analysis revealed a dramatic disparity between professional human narration (previously sourced at ~£490 for 1.6 hours) and AI-driven production (estimated at ~£1.51 for 100 minutes). This project was undertaken as a long-term investment to build ...