How long should CLAUDE.md be? The 200-line target and what it costs you
Originally published at https://aicoding-guide.com . As you keep adding to CLAUDE.md , it gets hard to tell how much detail is too much. Longer feel…
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Structuring Variables in Figma
Building a scalable UI library in Figma starts with thoughtful organization of variables. As projects grow, managing primitives, semantics, and them…
Tokens per Second Benchmarks Explained: What You're Actually Measuring
What tok/s really measures, how concurrency changes it, and why a single-user benchmark is not the whole story for local LLM performance. A Few Mome…
Your token bill is the cheap part: dimensioning the real cost of an agent
Originally published on Loop & Retry — field notes on building LLM agents that survive production. The token bill is the cost you can see, becau…
Sir Shortoken: Bullet Mode, Local Expansion, and What Actually Held Up
TL;DR: Tested whether representing Claude's responses as bullets instead of prose loses any information. Ran it across 14 technical topics — 24-78%…
Tokens
Introduction Although we interact with LLMs using natural language, these models never processes raw text directly. Before a prompt reaches the mode…
Your docs aren't burning your tokens — your tooling is
📝 Originally on my blog → https://kanfu-panda.github.io/blog/2026/06/16/tokens-not-docs.html People keep asking me the same thing about running proj…
Cколько железа нужно ИИ-агенту? Как мы считали ресурсы для on-premise LLM и почему калькуляторы ошиблись в 5 раз
На связи Сергей Смирнов, AI-инженер и основатель LLMStart.ru. Один из самых частых вопросов от бизнеса: «Сколько и какого железа нужно, чтобы развер…
Part 8 — Token-by-Token: Why AI Generates Text One Word at a Time (And Why It Costs 4x More)
THE HIDDEN TAX OF AI Output Is King INPUT COST $2.50 Per 1M Tokens (GPT-4o) 4x MORE OUTPUT COST $10.00 Per 1M Tokens (GPT-4o) The reason? The AI wri…