Two South African AI-built apps exposed data in six days. Why a login screen is not authentication, and the boring checklist that separates a demo from a product.
Ollama, llama.cpp, vLLM, and SGLang compared — real benchmarks, quantization deep dive, GPU cloud pricing in Rand, migration paths, and a decision framework for production.
You can run production-quality large language models on your own hardware. No API keys. No rate limits. No data leaving your network. The cost? A one-time GPU investment that pays for itself in 3-6 months compared to cloud API bills. TL;DR Production-quality LLMs run on your own hardware — no API keys, no rate limits, […]
CodeCritical is an AI-powered security analysis platform. Upload your code, get a Nemesis Score, a verdict, and a full report with exactly what to fix, in what order, and how hard it’ll be.
Every agent architecture article talks about LLMs, tools, and skills. Nobody talks about the thing that actually makes them work: the harness. It’s the runtime that takes your prompt, decides what tools to call, manages context, handles errors, and returns a result. Without it, you have components. With it, you have an agent. This is […]
Most AI agents today are still just chatbots with a tool call bolted on. They can chat, but they can’t reliably do specialised work. The ones that ship real value — document editing, brand compliance, data analysis, deployment — have something the others don’t: Skills. Agent Skills are an open standard from Anthropic for packaging […]
AI models are powerful, but they’re stuck in a box. They can reason about text, generate code, analyse data — but they can’t click buttons, query databases, or publish content without help. Every team solving this problem was building the same integration over and over: custom glue code, per-model adapters, brittle workflows. Model Context Protocol […]
The WordPress MCP Server lets any MCP-capable assistant draft, publish, and organize WordPress content locally, with an anonymized VS Code profile and direct GitHub link for quick setup.
