Context length operation distribution
NVIDIA's donut chart drew 24.8K views on X: 1.2x its typical post and #9 of 13 NVIDIA charts we track by views. Read Oct 10, 2026.
A long-context model's serving speed is largely decided before training starts.
Why it spread
It spread because it hit a hot topic that week and used an unusual chart type, reaching 24,811 views, 399 likes, 47 reposts, 4 quotes and 126 saves, which is 2.9x the account's typical likes of 137.
What worked
- The post framed a timely hot topic, tying serving speed to decisions made before training starts.
- The donut chart made an unusual form for the topic, which helped it stand out.
- The account's own audience responded well above its usual level, at 2.9x its typical likes.
What to borrow
We could take a timely topic and pair it with an unusual chart form, such as a donut, to show how a share shifts as one variable grows.
Careful
Do not over-read the result: the quote rate was in the bottom quarter, the source reach was below average, the design polish was low, and the post shows no source line.
Written by our analysis model from the measured numbers above, not by NVIDIA.
Make it yours
Your numbers, in this table chart.
Starts from the real numbers of "Input tokens: 4K" by NVIDIA. 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 ec11022fcc70.
| Path | Returns | Plan | |
|---|---|---|---|
| GET | /api/v1/charts/ec11022fcc70 | Title, publisher, date, form, point count; with a Max key, the data link | Open |
| GET | /api/v1/charts/ec11022fcc70/data | Every point with its provenance and confidence, plus the redraw spec. Add ?format=csv for CSV | Max |
| GET | /api/v1/charts/ec11022fcc70/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/ec11022fcc70/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.
More from NVIDIA
All 13Other giants using a donut chart
All 14Questions people ask
How far did NVIDIA's "Context length operation distribution" chart travel?
24,811 views, 399 likes, 47 reposts and 126 saves on X, read Oct 10, 2026. A normal post from @NVIDIAAI gets about 20.6K views.
What kind of chart is it?
A donut chart. Operation share shifts with increasing context length.
Can I use NVIDIA's chart?
Use the format, not the picture. The chart, logo and design belong to NVIDIA. ViralChart redraws the chart type with your numbers and words, and credits the original publisher.

