Blog & Analysis

Last updated: 2026-04-26

Original articles about artificial intelligence — deep dives, tool comparisons, industry analysis, beginner guides, and what it all means for everyday people.

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Latest Post

Context Rot: Why AI Agents Decay the Longer They Run

Context rot is the slow corruption of an AI agent's working memory. Old decisions, failed attempts and tool noise degrade performance long before the context window fills. Why the harness is the product, and how serious teams keep their agents sharp across long runs.

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Analysis

Stanford's 2026 AI Index: What It Actually Means for Everyday People

The 2026 AI Index report runs to 423 pages, full of charts about geopolitics and policy. Cut through the government talk: here is what the numbers really say about your job, your kids' homework, the scams in your inbox, your healthcare, and why ordinary people stay far more sceptical than the experts building this.

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Analysis

Inside Claude Code: 9 Lessons from the New Source-Level Architecture Paper

Liu, Zhao, Shang and Shen reverse-engineered Claude Code from its public TypeScript build. Five values, thirteen principles, and the design decisions shaping every agent harness now being built.

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Analysis

Dark Code: The Hidden Risk of AI-Generated Software Nobody Fully Understands

Production code is piling up that passes tests but nobody can explain end to end. What dark code is, why it spreads, why observability and testing do not fix it, and what actually keeps systems legible.

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Analysis

Small Language Models Are Moving Into Your Smart Home — What's Real in 2026

Compact AI models are starting to ship inside smart home hubs and wearables. We look at the real products, the new chips, and the open-source stacks that work today — and what is still a slide deck.

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Guide

Fake Claude Code Install Pages Are Targeting Windows Users: Safe Install and Real Alternatives

Fake Claude Code install pages spread through sponsored search results are replacing the real install command with malware. Here is the safe path in and the real alternatives.

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Comparison

Why "Messy CSV Exports" Are the Real AI Spreadsheet Problem — and Which Tools Actually Fix Them

Rows, Grist, GPT for Work, Numerous.ai, Excel Copilot, and Gemini in Sheets — compared on real CSV cleaning: dates, duplicates, encoding, and inconsistent categories.

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Guide

How to Run a Private AI Assistant on Windows Without Any Technical Experience (2026 Guide)

Install Ollama and AnythingLLM on any Windows PC for private, offline document Q&A — no cloud, no subscriptions, no coding. For business owners and non-technical users.

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Guide

Advanced LocalAI Deployment on Windows and Linux: GPU Acceleration, RAG Pipelines, and Enterprise Integration (2026)

Production guide for IT teams: GPU-accelerated LocalAI with Docker, LocalRecall semantic RAG, LocalAGI autonomous agents, and drop-in OpenAI API compatibility on Windows and Linux.

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Comparison

Best Free Offline Voice Cloning Tools: Chatterbox vs OpenVoice vs XTTS v2 (2026)

Three open-source voice cloning tools you can run entirely on your own hardware — no cloud, no API keys, no subscriptions. Quality, speed, and hardware requirements compared.

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Guide

How to Compare Two PDF Versions with AI and Summarize the Differences

Stop manual redlining. AI PDF comparison tools flag clause changes, summarise liability shifts, and cite sources — here's the practical workflow for contracts, reports, and policy docs.

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Guide

GitHub MCP Server for Claude Code: Setup, PAT Scopes, and Read-Only Mode Explained

Connect Claude Code to your GitHub repos via MCP. Covers local vs remote setup, fine-grained token permissions, read-only mode, and common errors.

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Guide

How to Connect Claude Code to PostgreSQL Using MCP: A Read-Only Setup Guide

Let Claude Code query your database — safely. A step-by-step walkthrough of read-only PostgreSQL access via MCP, with security-first defaults.

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Guide

Claude Code with Ollama: How to Run Fully Local Code Review (2026)

Run AI-powered code review entirely on your own machine — no cloud, no API costs, no data leaving your laptop. Setup guide and model picks.

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Comparison

Cursor vs Windsurf vs Claude Code: Which AI Coding Tool Should You Use?

Three tools, three philosophies. Cursor gives control, Windsurf handles context for you, Claude Code lives in your terminal. How to choose.

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Guide

Best MCP Servers for 2026: The Tools Connecting AI Agents to Everything

MCP servers are how your AI reaches into the real world — files, databases, the web, your workspace. Here are the ones worth knowing about.

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Analysis

AI Tools Replacing SaaS: How Much Will Your Business Actually Save?

Three SaaS categories face real pressure from AI agents. Five don't. The savings are real in specific cases — but hidden complexity taxes eat gains.

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Analysis

Is AI Actually Replacing Middle Managers? A 2026 Reality Check

The management layer isn't disappearing — it's changing shape. Admin busywork is automated upward. Strategy, coaching, coordination remain human.

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Explainer

What Is MCP? The Protocol Quietly Connecting Every AI Agent

Model Context Protocol just passed 97 million installs — but most people have never heard of it. A plain-English explainer of the standard powering AI.

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