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MetaX · Jul 7, 2026 · official

Improvement With Test-Time Compute

Meta's line chart drew 1.6K views on X: 0.0x its median post and #1,105 of 1,162 AI chart posts we hold by views. Read Oct 12, 2026.

XDataLine chartMuse ImageAll Meta modelsReasoning Strength (With Tools)Reasoning Strength (Without Tools)Best-of-N
Published by Meta on X, Jul 7, 2026. Source: x.com
30/ 100

ViralChart score

Small but loved

Fewer views than the median post but a higher engagement rate: a smaller crowd that acted on it.

#908 of 1,162 AI chart posts we hold · #29 of 31 Meta posts. Score = views 40%, likes 30%, engagement rate 15%, save rate 15%, each as a percentile of every AI chart post we hold.

Our read

It sits in the Small but loved quadrant, at #908 of 1,162 AI chart posts.

Its 1.6K views sit at 0.04x Meta's 36.4K median, ranking #31 of 31 Meta posts.

At 0.002 views per follower against a 0.20 median, it lands in the 1st percentile.

Its 0.19% save rate beats the 0.076% AI chart median, ranking #124 of 1,162 AI chart posts.

0.00views per follower

1.6K views from an account with 865.4K followers.

0.0xMeta's median post

1.6K views, where Meta's typical post gets 36.4K.

0.0xthe median line chart post

Across 68 line chart posts we hold, the median gets 73.7K views.

top 11%save rate

0.193% of viewers bookmarked it to come back to. The median post gets 0.076%.

Public X numbers from our read on Oct 12, 2026. Peers: 1,162 AI chart posts we hold and 31 from Meta.

Where it sits

Reach against resonance

Each dot is a post. Right is more views, up is a higher engagement rate. The lines are the medians, so the four corners are the four kinds of post.

Among 1,162 AI chart posts we hold

Score #908 of 1,162

Views1.6K#1,105bottom 5%
Likes16#1,050bottom 9%
Engagement rate1.16%#225top 19%
Save rate0.193%#124top 11%

Among 31 Meta posts

Score #29 of 31

Views1.6K#31bottom 2%
Likes16#30bottom 5%
Engagement rate1.16%#6top 18%
Save rate0.193%#5top 15%

Growth

One read so far

Views1.6K
Age at our read97 days
Views per day of life16views divided by days since it was posted

Dots are our reads. The dotted line from the day it was posted to our first read is a gap, not data.

Meta's posts over time

Every post from this account we hold, by date and views. This one is marked; the line is the running median of the last 10.

News · Jul 7, 2026

Meta posts a line chart on test-time compute improvement

The July 7, 2026 line chart reached 1.6K views, with a 0.19% save rate against a 0.076% median among AI chart posts.

What happened

Meta published a line chart on Improvement With Test-Time Compute on July 7, 2026. That day the account posted 2 posts, including one on Improvement With Self-Refinement at 10K views.

The numbers

It ranks #1,105 of 1,162 AI chart posts by views and #31 of 31 Meta posts. Its score ranks #908 of 1,162 AI chart posts.

The lesson

A 0.19% save rate, at the 89th percentile among AI chart posts, shows readers kept this line chart even at 1.6K views. The 3 models shown sit in a single chart, and saves held above the 0.076% median.

What it means

At #31 of 31 Meta posts by views and 0.04x the company's 36.4K median, this chart's reach sits far below the account's own posts. The 0.19% save rate against the 0.076% AI chart median is the gap that separates it from the account's view pattern.

Written by ViralChart from public numbers read on Oct 12, 2026. Every number is checked against our data before it is shown.

Updates: what Meta posted next

  1. Improvement With Self-Refinement10K views
  2. AI Model Benchmark Comparison94.8K views
  3. Multi-agent vs Single Agent Performance19.4K views
  4. Meta Internal Coding Bench23.4K views
  5. Vibe Code Bench v1.1 - SWE Atlas Codebase13.8K views
  6. AI Model Benchmarks Comparison56.7K views

Data and API

10 points read off this chart

Estimated from the image 75%
SeriesGroupValueRead
Reasoning Strength (With Tools)1x978estimated
Reasoning Strength (With Tools)2x1002estimated
Reasoning Strength (With Tools)4x1015estimated
Reasoning Strength (Without Tools)1x965estimated
Reasoning Strength (Without Tools)2x1000estimated
Reasoning Strength (Without Tools)4x1008estimated
Best-of-N1x978estimated
Best-of-N2x998estimated
Best-of-N4x1008estimated
Best-of-N8x1015estimated

Max plan · API

GET https://viral-chart.com/api/posts/08ba2e87d489.json
GET https://viral-chart.com/api/charts/08ba2e87d489.json
GET https://viral-chart.com/api/charts/08ba2e87d489.skill.md
Make one like thisOpen the post JSONChart data JSONSkill fileAPI docs

Static files in this prototype. The post JSON holds the public numbers, ranks, score, quadrant, our reads and, when checked, our copy.

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 08ba2e87d489.

See the Max planAPI docs
PathReturnsPlan
GET/api/v1/charts/08ba2e87d489Title, publisher, date, form, point count; with a Max key, the data linkOpen
GET/api/v1/charts/08ba2e87d489/dataEvery point with its provenance and confidence, plus the redraw spec. Add ?format=csv for CSVMax
GET/api/v1/charts/08ba2e87d489/render?view=1The draw-only view this page usesOpen
POST/mcpTool get_chart_data with this id, for Claude, Cursor and other agentsMax
curlMax
curl -s https://viral-chart.com/api/v1/charts/08ba2e87d489/data \
  -H "Authorization: Bearer $VIRALCHART_KEY"
Claude CodeMax
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

Where does this chart come from?

Meta published it on Jul 7, 2026 on X (x.com). We keep it here, with the publisher and date credited as text, so you can study it without leaving.

Can I make a chart like this?

Use the format, not the picture. Open its data page and use Make one like this: it starts from this chart's numbers and takes yours.