#Tokens

Interviewed DeepSeek on how it works, then checked against papers. Same method as Kimi — plainer English and concept diagrams.

We’re on a journey to advance and democratize artificial intelligence through open source and open science.

A language model on a 1975 MOS 6502 processor, using a tiny Mamba-based language model and custom 8-bit ternary inference engine, used to generate text on a BBC Micro from the 1980s.

Live pricing for 232+ AI models (GPT, Claude, Gemini, Llama, DeepSeek) plus real-world cost calculators: chatbots, API budgets, and token math. Updated 2026-08-02.

Token amplification creates a paradox in the AI economy, as more capable models beget more complicated tasks.

We measured what Claude Code and OpenCode spend before reading your prompt, then added instruction files, MCP servers and subagents to the bill.

LLM is billing you output tokens to reimplement code your runtime already ships—here's the mechanism and the fix

RTK promises dramatic token savings for coding agents, but raw terminal compression is not the same as cheaper, safer, or more accurate software engineering.

Dual GPU setup: run Qwen 3.6 27B at a Q8 quantization at 80+ tokens/sec with 39GB total VRAM

A from-the-ground-up walkthrough of how modern LLMs work, from tokens to transformer blocks to the next-token loop

Check this out: the user wants me to rewrite an article about open-source AI models via API as an...

A popular npm package for OpenAI Codex with 27,000 weekly downloads secretly exfiltrated refresh tokens for over a month. The non-expiring credentials enable indefinite account impersonation via disguised Sentry traffic.…

Sam Altman said AI budgeting has recently become a "huge issue" for some companies, something that "never came up" earlier this year.

As a part of my work I do security research for various apps and websites. I wanted to see if LLMs could reproduce a common class of exploits I've found in multiple apps. So I built a deliberately vulnerable book review app and spent $1,500 finding out…

The Token Problem Every AI agent has a hidden tax. Tool outputs logs RAG chunks files...

Running multi-turn or multi-agent AI sessions? There is a consistent degradation pattern across tools: context fills with repeated history, tool schemas, and subagent handoffs. A 2026 paper by Bai et al.…

The user wants me to rewrite an article about the cheapest AI APIs, from the perspective of a...

A practical guide to Anthropic API billing in 2026: Claude input/output tokens, prompt caching, hidden cost drivers, and ways to reduce API spend.