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2026.08.06 // LLM FOR DUMMIES // 7 MIN

LLM for Dummies #4 — Training: How Guessing the Next Word Buys You a Mind

We have the machine. Now, why are its trillion numbers right? Because of one absurdly simple game played ten trillion times: hide the next token, guess it, measure the surprise, adjust. This part explains why that game forces a model to learn facts, grammar and a bit of reasoning — and what a loss curve really measures.

2026.07.30 // LLM FOR DUMMIES // 9 MIN

LLM for Dummies #3 — Attention: How Words Learn to Look at Each Other

Parts 1 and 2 turned text into lonely points in space. Attention is the mechanism that lets every token look at every other token and decide whom to listen to — the idea the Transformer is named after, and the reason long context windows cost quadratic money.

2026.07.26 // LLM FOR DUMMIES // 8 MIN

LLM for Dummies #2 — Embeddings: Meaning Is a Place, Not a Definition

Part 1 left us with a list of opaque numbers. Now the magic starts: every token becomes a point in a space with thousands of dimensions, where distance is similarity and directions are concepts. This is the idea powering semantic search, recommendations, RAG — and the input layer of every LLM.

2026.07.22 // LLM FOR DUMMIES // 9 MIN

LLM for Dummies #1 — Tokenization: Your AI Has Never Read a Word

First stop in a series that explains how large language models actually work, no PhD required. Before any 'intelligence' happens, your text gets chopped into numbered chunks called tokens — and half of the weird things LLMs do trace back to exactly this step.

2026.07.18 // AI & MARKETS // 4 MIN

AI Data Center Power Crunch: The Grid Is the New GPU Shortage

US data-center power demand is set to double by 2027, PJM capacity prices are up 11x in two years, and your electricity bill is co-financing the AI boom. The bottleneck moved from chips to megawatts—in three charts.

2026.01.02 // AI & TRADING // 4 MIN

Agentic AI in Trading: From Hype to Reality in 2026

Only 11% have agentic AI in production. Here's what separates winners from the 89% burning cash on experiments—with data from McKinsey, Deloitte, and lessons from early failures.

2025.02.17 // TECHNOLOGY // 2 MIN

The Role of AI in Transforming Markets

Artificial Intelligence is no longer just a buzzword in finance. It is increasingly becoming the engine that powers modern financial markets.