AIRA Test-Time Scaling
Meta's line chart drew 22.4K views on X: 0.9x its typical post and #9 of 11 Meta charts we track by views. Read Oct 11, 2026.
Rather than relying on a central controller, AIRA₃ runs many long-running agents (pairs of models + coding harnesses) in their own isolated environments and coordinates asynchronously through two shared substrates:
Why it spread
This chart post spread because it landed at launch timing and drew many quotes, with 120 likes, 5 reposts, 4 quotes, 32 saves and 22,435 views, which is close to the account's typical 133 likes at 0.9x normal.
What worked
- The post pairs a line chart of model reasoning challenge ranks over wall-clock time with a clear written explanation of how AIRA₃ coordinates many long-running agents through a forum and a shared filesystem.
- The launch timing gave the chart a news hook, and the many quotes relative to reposts turned it into a discussion piece rather than a simple share.
- The branded chart came from an AI lab account, which gave it authority even though it shows no source line and has only medium design polish and medium self-labelling.
What to borrow
We could use the same form by releasing a line chart of our own model ranks over wall-clock time at a launch moment, and by framing the post around a simple two-part mechanism that invites quotes.
Careful
Do not over-read the spread as proof of broad reach, since source reach is below average, the quote rate is above average, and the account performed slightly below its usual likes.
Written by our analysis model from the measured numbers above, not by Meta.
Make it yours
Your numbers, in this line chart.
Starts from the real numbers of "AIRA3 - NVIDIA Nemotron Model Reasoning Challenge" by Meta. 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 a99080096f8e.
Approximate values. Our two readings of this chart agreed only in part (confidence 0.37 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/a99080096f8e | Title, publisher, date, form, point count; with a Max key, the data link | Open |
| GET | /api/v1/charts/a99080096f8e/data | Every point with its provenance and confidence, plus the redraw spec. Add ?format=csv for CSV | Max |
| GET | /api/v1/charts/a99080096f8e/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/a99080096f8e/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 Meta's "AIRA Test-Time Scaling" chart travel?
22,435 views, 120 likes, 5 reposts and 32 saves on X, read Oct 11, 2026. A normal post from @AIatMeta gets about 25.7K views.
What kind of chart is it?
A line chart. Model reasoning challenge ranks over wall-clock time.
Can I use Meta's chart?
Use the format, not the picture. The chart, logo and design belong to Meta. ViralChart redraws the chart type with your numbers and words, and credits the original publisher.