1. Chart data
  2. Anthropic
  3. Iterative improvement on a frontier-scale model
AnthropicLine chart · 59 points · Claude Opus 4

Iterative improvement on a frontier-scale model

The numbers behind a chart Anthropic published, redrawn natively. Check the original, study the data, then make your own.

Chart by Anthropic. Source: x.com

Simplified redraw

Drawn by us from the numbers below. Hover, tap or use the arrow keys.

A simplified redraw: it shows the numbers in our own look, not the look of the original. One accent marks what the chart is about. Values marked with ~ in the table are estimates.

The numbers

First 10 of 59 points are free
GroupSeriesxValueSourceConf.
0Best method so far0~0%Estimate0.30
6Best method so far6~23%Estimate0.30
9Best method so far9~23%Estimate0.30
12Best method so far12~30%Estimate0.30
15Best method so far15~30%Estimate0.30
18Best method so far18~32%Estimate0.30
21Best method so far21~32%Estimate0.30
24Best method so far24~35%Estimate0.30
27Best method so far27~35%Estimate0.30
30Best method so far30~35%Estimate0.30

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See all 59 points and download the files

The full table, the JSON, a CSV and the agent skill file for this chart. These are Max in the plan; while this is a prototype your email unlocks them.

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33Best method so far33~35%Estimate0.30
36Best method so far36~38%Estimate0.30
39Best method so far39~38%Estimate0.30
42Best method so far42~38%Estimate0.30
45Best method so far45~40%Estimate0.30
48Best method so far48~40%Estimate0.30
51Best method so far51~40%Estimate0.30
54Best method so far54~65%Estimate0.50
60Best method so far60~65%Estimate0.30
6Each method tried6~0%Estimate0.30
8Each method tried8~0%Estimate0.30
9Each method tried9~8%Estimate0.30
10Each method tried10~0%Estimate0.30
12Each method tried12~0%Estimate0.30
13Each method tried13~25%Estimate0.30
14Each method tried14~0%Estimate0.30
15Each method tried15~25%Estimate0.30
16Each method tried16~0%Estimate0.30
18Each method tried18~15%Estimate0.30
20Each method tried20~0%Estimate0.30
22Each method tried22~30%Estimate0.30
24Each method tried24~0%Estimate0.30
26Each method tried26~30%Estimate0.30
30Each method tried30~0%Estimate0.30
33Each method tried33~30%Estimate0.30
36Each method tried36~0%Estimate0.30
39Each method tried39~30%Estimate0.30
42Each method tried42~0%Estimate0.30
45Each method tried45~20%Estimate0.30
48Each method tried48~0%Estimate0.30
51Each method tried51~20%Estimate0.30
54Each method tried54~20%Estimate0.30
57Each method tried57~20%Estimate0.30
60Each method tried60~35%Estimate0.30
6Rejected (unwanted side effects)6~0%Estimate0.30
8Rejected (unwanted side effects)8~0%Estimate0.30
10Rejected (unwanted side effects)10~0%Estimate0.30
12Rejected (unwanted side effects)12~0%Estimate0.30
14Rejected (unwanted side effects)14~0%Estimate0.30
16Rejected (unwanted side effects)16~0%Estimate0.30
18Rejected (unwanted side effects)18~0%Estimate0.30
20Rejected (unwanted side effects)20~0%Estimate0.30
24Rejected (unwanted side effects)24~0%Estimate0.30
30Rejected (unwanted side effects)30~0%Estimate0.30
36Rejected (unwanted side effects)36~0%Estimate0.30
42Rejected (unwanted side effects)42~0%Estimate0.30
48Rejected (unwanted side effects)48~0%Estimate0.30
54Rejected (unwanted side effects)54~0%Estimate0.30
60Rejected (unwanted side effects)60~0%Estimate0.30
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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 a1ba2061b6ae.

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.

PathReturnsPlan
GET/api/v1/charts/a1ba2061b6aeTitle, publisher, date, form, point count; with a Max key, the data linkOpen
GET/api/v1/charts/a1ba2061b6ae/dataEvery point with its provenance and confidence, plus the redraw spec. Add ?format=csv for CSVMax
GET/api/v1/charts/a1ba2061b6ae/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/a1ba2061b6ae/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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A simplified form: our own look, not the look of the original. Your numbers start from this chart's data.

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Questions people ask

How accurate are these numbers?

They are estimated from the image by two independent passes, with confidence 0.30 on a 0 to 1 scale. Printed numbers read well; values read off an axis can be a few percent off.

Can I reuse this data?

The numbers describe a chart that Anthropic published. The image, layout and styling belong to them. Use the numbers with a credit to the publisher, and make your picture from your own data.

How do I get the file?

The JSON, CSV and agent skill file are under the email gate on this page. In this prototype they are static files at /api/charts/a1ba2061b6ae.json and /api/charts/a1ba2061b6ae.skill.md.