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…
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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%…
Meta’s Adam Mosseri says AI token budgets could soon be capped per engineer
Instagram head Adam Mosseri believes companies will eventually need to manage AI token spending the same way they manage payroll or other operating…
Microsoft joins AI cost-cutting trend by relying more on its own models
Microsoft is the latest Silicon Valley giant to cut back on its AI spending.
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…
Токен-оптимизация агентов: на что уходит контекстное окно MCP
Чем больше задач берёт на себя агент, тем чаще он упирается не в качество модели, а в контекстное окно: туда нужно уместить инструкции, историю диал…
Amazon employees are "tokenmaxxing" due to pressure to use AI tools
Workers are using an internal AI tool to automate non-essential tasks.
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…