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@EpochAIResearchX · Oct 8, 2026

Model Elicitation Progress

@EpochAIResearch's line chart drew 879 views on X: 0.2x @epochairesearch's median post and #1,133 of 1,162 AI chart posts we hold by views. Read Oct 13, 2026.

Newer models score higher at any token budget and keep gaining from more tokens

Published by @EpochAIResearch on X, Oct 8, 2026. Source: x.com
37/ 100

ViralChart score

Small but loved

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

#805 of 1,162 AI chart posts we hold · #38 of 59 @epochairesearch 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 lands in Small but loved: views below the AI chart median, engagement at or above it, at #805 of 1,162 AI chart posts.

Its 879 views sit at 0.17x the 5.3K median for @EpochAIResearch posts, ranking #53 of 59 @EpochAIResearch posts.

The 4.10% engagement rate is 5.6x the 0.73% median among AI chart posts, at the 99th percentile.

Line charts carry a 73.7K median among 68 chart posts of this type, and this post's 879 views are 0.01x that.

0.0xthe median line chart post

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

0.2x@epochairesearch's median post

879 views, where @epochairesearch's typical post gets 5.3K.

top 1%engagement rate

4.10% of viewers liked, reposted, quoted or replied. The median post gets 0.73%.

top 2%save rate

0.341% of viewers bookmarked it to come back to. The median post gets 0.076%.

Public X numbers from our read on Oct 13, 2026. Peers: 1,162 AI chart posts we hold and 59 from @epochairesearch.

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 #805 of 1,162

Views879#1,133bottom 3%
Likes34#942bottom 19%
Engagement rate4.10%#1top 1%
Save rate0.341%#20top 2%

Among 59 @epochairesearch posts

Score #38 of 59

Views879#53bottom 11%
Likes34#44bottom 28%
Engagement rate4.10%#1top 1%
Save rate0.341%#3top 4%

Growth

Our reads cover 25 hours

Views879
Age at our read5 days
Views per day of life176views divided by days since it was posted
Gained between our reads+4views over 25 hours, about 4 a day now

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

@epochairesearch'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 · Oct 8, 2026

@EpochAIResearch posts line chart on model elicitation progress

The October 8, 2026 line chart drew 879 views and a 4.10% engagement rate, ranking #805 of 1,162 AI chart posts.

What happened

@EpochAIResearch published a line chart on Model Elicitation Progress on October 8, 2026. It was one of 3 posts from this account that day, alongside posts on GPT-6.1 Sol TTFT scaling efficiency and leading models and Epoch work.

The numbers

It reached 879 views, #1,133 of 1,162 AI chart posts, against a 39.9K median among AI chart posts. Its score of 37 ranks #805 of 1,162 AI chart posts and #38 of 59 @EpochAIResearch posts.

The lesson

A line chart with 3 models shown drew 879 views against a 73.7K median for the 68 chart posts of this type. The 4.10% engagement rate against a 0.34% save rate shows readers engaged without saving it.

What it means

At #38 of 59 @EpochAIResearch posts by score, this chart sits below the account's own 5.3K median views. The 4.10% engagement rate against a 0.34% save rate marks a wide gap between interaction and keeping.

Written by ViralChart from public numbers read on Oct 13, 2026. Every number is checked against our data before it is shown.

Updates: what @epochairesearch posted next

  1. GPT-6.1 Sol TTFT scaling efficiency16.1K views

Data and API

12 points read off this chart

Estimated from the image 30%
SeriesGroupValueRead
2024 modelA20 relative index (tallest mark = 100)estimated
2024 modelA30 relative index (tallest mark = 100)estimated
2024 modelA35 relative index (tallest mark = 100)estimated
2025 modelA35 relative index (tallest mark = 100)estimated
2025 modelA45 relative index (tallest mark = 100)estimated
2025 modelA50 relative index (tallest mark = 100)estimated
2026 modelA50 relative index (tallest mark = 100)estimated
2026 modelA65 relative index (tallest mark = 100)estimated
2026 modelA100 relative index (tallest mark = 100)estimated
2024 modelB20 relative index (tallest mark = 100)estimated
2025 modelB35 relative index (tallest mark = 100)estimated
2026 modelB50 relative index (tallest mark = 100)estimated

Max plan · API

GET https://viral-chart.com/api/posts/c5429aca1a52.json
GET https://viral-chart.com/api/charts/c5429aca1a52.json
GET https://viral-chart.com/api/charts/c5429aca1a52.skill.md

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 c5429aca1a52.

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/c5429aca1a52Title, publisher, date, form, point count; with a Max key, the data linkOpen
GET/api/v1/charts/c5429aca1a52/dataEvery point with its provenance and confidence, plus the redraw spec. Add ?format=csv for CSVMax
GET/api/v1/charts/c5429aca1a52/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/c5429aca1a52/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?

@EpochAIResearch published it on Oct 8, 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.