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Is there a way to estimate tokens needed for tasks?

BACKGROUND
2 SIGNALSFIRST DETECTED 30 April 2026
Narrative synthesis pending — 2 signals collected.
How the story developed
15 Jun
Calculating tokens
OPINION · WHAT · OpenAI
30 Apr
4.2
Other feeds and industry voices
27 Mar
Nvidia's Jensen and now China's data chief say the same thing: Nobody's connecting the dots

<!-- SC_OFF --><div class="md"><p><strong>TL;DR:</strong> Jensen Huang and China's data chief both declared tokens a &quot;commodity&quot; and &quot;settlement unit&quot; the same

OPINION · WHO · ArtificialInteligenceOPEN STORY
8 Apr
Meta's internal leaderboard ranks employees by AI token consumption...are we measuring the wrong thing?

<!-- SC_OFF --><div class="md"><p>A Meta employee built a leaderboard on the company intranet called &quot;Claudeonomics&quot; that ranks token usage across 85k employees. top 250

OPINION · HOW · ArtificialInteligenceOPEN STORY
7 Apr
What the Hell is a Token?

<p>Months after ChatGPT launched, I still could not have told you what a token was. I had been using it since the first public launch and was basically having novel-long

REPORT · HOW · Dev.toOPEN STORY
6 May
Tokens

<!-- SC_OFF --><div class="md"><p>I often hear FANG employees discussing LLM budgets and token usage.</p> <p>So, a token is like a payment, right? Why don't they just say

OPINION · WHO · OpenAIOPEN STORY
3 Jul
Why are tokens so expensive? (Explanation)

<!-- SC_OFF --><div class="md"><p><a href="https://youtu.be/-0HRzXk8vlk?si=mLADk5b_dT9yxNiv">https://youtu.be/-0HRzXk8vlk?si=mLADk5b_dT9yxNiv</a></p> </div><!-- SC_ON --> &#32;

OPINION · WHAT · OpenAIOPEN STORY
2 Aug
OpenAI uses 10 X the tokens for the same prompt. why?

<!-- SC_OFF --><div class="md"><p>My app fans out prompts to multiple LLMs as the first step. I’m shocked to see that the token count returned by the API‘s is often 10 X what

OPINION · WHAT · OpenAIOPEN STORY
6 May
eTPS — Effective Tokens Per Second: A Better Way to Measure Local LLM Performance

<!-- SC_OFF --><div class="md"><p>We're obsessed with raw tokens per second. Every hardware post leads with it. Every quantization comparison is ranked by it. It's the one number

OPINION · HOW · ArtificialInteligenceOPEN STORY
25 Mar
Thousands of tokens per second?

<!-- SC_OFF --><div class="md"><p>Suppose that somebody made a small box OpenClaw box that could run several thousands of tokens per second, with a model significant better model

OPINION · WHAT · LocalLLaMAOPEN STORY
Sources
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