PrivSec Lab wrote
Jun 16, 2026 in ai-coding — What AI pair programming actually is, how it works (inline completion, contextual chat, agent mode, codebase context), the best tools in 2026, the real benefits and honest limits, and how to start without shipping broken code.
Read more…PrivSec Lab wrote
Jun 15, 2026 in ai-coding — Windsurf vs Cursor in 2026, compared honestly: both are AI-first, VS Code-based editors with agentic coding. Cursor leads on maturity and its Composer agent; Windsurf's Cascade flow is smooth and often cheaper. Features, pricing, privacy, and which to pick.
Read more…PrivSec Lab wrote
Jun 15, 2026 in ai-coding — Prompt injection is the top security risk for LLM applications: an attacker hides instructions in text the model reads, and the model follows them. What it is, direct vs indirect injection, why it's so hard to fix, and how to defend.
Read more…PrivSec Lab wrote
Jun 15, 2026 in ai-coding — Claude vs ChatGPT for coding in 2026, compared honestly: Claude (Anthropic) is widely favored for code generation and agentic editing; ChatGPT (OpenAI) is the strongest all-rounder with powerful reasoning models. Strengths, context, pricing, privacy, and which to pick.
Read more…PrivSec Lab wrote
Jun 14, 2026 in ai-coding — RAG (Retrieval-Augmented Generation) lets an LLM answer from your own documents by retrieving relevant text and feeding it into the prompt — instead of relying only on what it memorized. How it works, why it cuts hallucination, and its honest limits.
Read more…PrivSec Lab wrote
Jun 14, 2026 in ai-coding — Prompt engineering is the practice of writing inputs that get accurate, useful output from an LLM — clear instructions, context, examples and format. What it is, the techniques that work, how it applies to coding, and its honest limits.
Read more…PrivSec Lab wrote
Jun 14, 2026 in ai-coding — Ollama is an open-source tool to download and run large language models locally with one command — Llama, Qwen, Mistral and more, on your own machine. What it is, how to install and use it, the REST API, and the honest limits versus cloud models.
Read more…PrivSec Lab wrote
Jun 14, 2026 in ai-coding — An LLM (large language model) is a neural network trained on huge amounts of text to predict the next token — the technology behind ChatGPT, Claude and Llama. What an LLM is, how it works, what it can and can't do, explained plainly.
Read more…PrivSec Lab wrote
Jun 14, 2026 in ai-coding — An embedding turns text, images or other data into a vector of numbers that captures its meaning, so similar things sit close together. What an embedding is, how it works, what it's used for, and why it powers search and RAG.
Read more…PrivSec Lab wrote
Jun 14, 2026 in ai-coding — A neural network is a computing system of interconnected nodes that learns patterns from data by adjusting weights. What a neural network is, how layers and training work, the main types, and how it powers today's AI — explained plainly.
Read more…Browser security
What your browser exposes, and which countermeasures actually work.
Read the research →Network privacy
Where your traffic leaks, and how to verify it yourself.
Read the research →Tooling
Independent benchmarks — no sponsorships, no marketing fluff.
Read the research →