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- Token throughput vs interactivity
Token throughput vs interactivity
SemiAnalysis's line chart drew 41K views on X: 1.0x @semianalysis_'s median post and #574 of 1,162 AI chart posts we hold by views. Read Oct 10, 2026.
18x IMPROVEMENT ALERT🚀 In under 30 days, AMD was able to improvement Kimi K2.5 1T MXFP4 interactivity by up to 18x when iso-throughput. The main changes are in PR number 35850 AMD fixed their vLLM AITER integration to support the Kimi K2.
Why it spread
This post spread because it pairs a striking 18x improvement claim with a line chart that explains itself, from an independent author whose source reach sits in the top quarter, drawing 40,998 views, 319 likes, 34 reposts, 4 quotes and 71 saves.
What worked
- The headline leads with a single large number, 18x, and a short time frame of under 30 days, which makes the result easy to grasp at a glance.
- The line chart compares token throughput against interactivity for two versions, so the improvement is visible without extra explanation, matching the high self labelling.
- The author is independent and shows a source line, which lends credibility even though the design polish is low and the quote rate sits in the bottom quarter.
What to borrow
We could frame our own chart around one headline multiple and a clear before and after comparison, label the axes and series directly on the chart, and keep a visible source line so viewers can verify the result.
Careful
Do not over-read the low design polish as a driver of success, and do not assume the bottom quarter quote rate or the missing comment and save context means the post lacked discussion; the spread here rests on the claim and the self explaining chart, not on decoration.
Written by our analysis model from the measured numbers above, not by SemiAnalysis.
Make it yours
Your numbers, the bar chart way.
Starts from the real numbers of "Token Throughput per GPU vs. Interactivity" by SemiAnalysis. Replace every number with yours before you post. Make one like this, step by step
Free pictures carry a small "Made with ViralChart" line. That line is how other people find us.
API · Max
Use this chart via API
On the Max plan you can pull this chart's numbers with the provenance of each one, as JSON or CSV, with its redraw spec, or call it from an agent over MCP. Chart id dc0dbfcf3559.
Approximate values. Our two readings of this chart agreed only in part (confidence 0.30 of 1), so check the original before you quote a number. The API marks it lowConfidence, and ?min_confidence=0.5 leaves it out.
| Path | Returns | Plan | |
|---|---|---|---|
| GET | /api/v1/charts/dc0dbfcf3559 | Title, publisher, date, form, point count; with a Max key, the data link | Open |
| GET | /api/v1/charts/dc0dbfcf3559/data | Every point with its provenance and confidence, plus the redraw spec. Add ?format=csv for CSV | Max |
| GET | /api/v1/charts/dc0dbfcf3559/render?view=1 | The draw-only view this page uses | Open |
| POST | /mcp | Tool get_chart_data with this id, for Claude, Cursor and other agents | Max |
curl -s https://viral-chart.com/api/v1/charts/dc0dbfcf3559/data \
-H "Authorization: Bearer $VIRALCHART_KEY"claude mcp add --transport http viralchart https://viral-chart.com/mcp \
--header "Authorization: Bearer $VIRALCHART_KEY"60 requests a minute per key; over that you get 429 with Retry-After. Up to 5 keys per account, made on your account page and shown once. Without Max, the data route answers 402 with a link to the plans. The numbers describe a chart its publisher owns, and every file carries a license note.
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Questions people ask
How far did SemiAnalysis's "Token throughput vs interactivity" chart travel?
40,998 views, 319 likes, 34 reposts and 71 saves on X, read Oct 10, 2026. A normal post from @SemiAnalysis_ gets about 52.2K views.
What kind of chart is it?
A line chart. Line chart shows token throughput against interactivity for two versions.
Can I use SemiAnalysis's chart?
Use the format, not the picture. The chart, logo and design belong to SemiAnalysis. ViralChart redraws the chart type with your numbers and words, and credits the original publisher.