Models
Google
Long-horizon software engineering performance

GoogleX · Aug 13, 2026 · official

Long-horizon software engineering performance

Google's bar chart drew 205.1K views on X: 2.8x its median post and #258 of 1,162 AI chart posts we hold by views. Read Oct 13, 2026.

Gemini 3.7 Flash leads DeepSWE V1.1 benchmark

XData Bar chart Gemini 3 All Google models Claude Sonnet 5Gemini 3.7 FlashGemini 3.6 FlashGPT-5.6 TerraMuse Spark 1.2

Google: Long-horizon software engineering performance — Published by Google on X, Aug 13, 2026. Source: x.com

54/ 100

ViralChart score

Wide but thin

More views than the median post but a lower engagement rate: many saw it, few acted. Common for big accounts.

#549 of 1,162 AI chart posts we hold · #10 of 22 Google 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

The post lands in the Wide but thin quadrant, with a score rank of #549 of 1,162 AI chart posts.

Its save rate of 0.020% sits at the 9th percentile among AI chart posts, in the bottom decile.

The post carries 4 charts, and every chart in the post shares the post's numbers.

At 205K views it runs 2.8x Google's company median of 73.2K, ranking #5 of 22 Google posts by views.

0.13views per follower

205.1K views from an account with 1.6M followers.

4charts in this one post

The numbers belong to the post, so every chart in it shares them and it is ranked once.

8.0xthe median bar chart post

Across 241 bar chart posts we hold, the median gets 25.6K views.

bottom 9%save rate

0.020% 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 22 from Google.

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 #549 of 1,162

Views	205.1K	#258	top 22%
Likes	581	#408	top 35%
Engagement rate	0.34%	#1,025	bottom 12%
Save rate	0.020%	#1,055	bottom 9%

Among 22 Google posts

Score #10 of 22

Views	205.1K	#5	top 20%
Likes	581	#7	top 30%
Engagement rate	0.34%	#18	bottom 20%
Save rate	0.020%	#22	bottom 2%

Growth

Our reads cover 23 hours

Views205.1K

Age at our read61 days

Views per day of life3.4Kviews divided by days since it was posted

Gained between our reads+22views over 23 hours, about 23 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.

Google'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 · Aug 13, 2026

Google posts Gemini 3.7 Flash DeepSWE V1.1 bar chart

A 4-chart Google post on long-horizon software engineering performance drew 205K views and a 0.020% save rate, the 9th percentile among AI chart posts.

What happened

Google published a bar chart on long-horizon software engineering performance on August 13, 2026, with 4 charts in the post. It was the account's only post that day.

The numbers

It reached 205K views, #258 of 1,162 AI chart posts by views and #5 of 22 Google posts. Its score of 54 ranks #549 of 1,162 AI chart posts and #10 of 22 Google posts.

The lesson

A 0.020% save rate, the 9th percentile among AI chart posts, came with 4 charts in one post. The chart shows printed values from 48.6% to 69.6% across 5 models.

What it means

At #10 of 22 Google posts by score, this post sits below the account's own top ranks while its 205K views run 2.8x the company median of 73.2K. The gap between #5 of 22 by views and #10 of 22 by score is where the thin engagement shows.

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

Updates: what Google posted next

Data and API

5 points read off this chart

Estimated from the image 97%

Group	Value	Read
Gemini 3.7 Flash	65.3 %	printed
Gemini 3.6 Flash	48.6 %	printed
Claude Sonnet 5	53.8 %	printed
GPT-5.6 Terra	69.6 %	printed
Muse Spark 1.2	54.9 %	printed

Max plan · API

GET https://viral-chart.com/api/posts/8e40360a44ef.json
GET https://viral-chart.com/api/charts/8e40360a44ef.json
GET https://viral-chart.com/api/charts/8e40360a44ef.skill.md

Make one like this Open the post JSON Chart data JSON Skill file API 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 8e40360a44ef.

See the Max plan API docs

	Path	Returns	Plan
GET	`/api/v1/charts/8e40360a44ef`	Title, publisher, date, form, point count; with a Max key, the data link	Open
GET	`/api/v1/charts/8e40360a44ef/data`	Every point with its provenance and confidence, plus the redraw spec. Add ?format=csv for CSV	Max
GET	`/api/v1/charts/8e40360a44ef/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

curlMax

curl -s https://viral-chart.com/api/v1/charts/8e40360a44ef/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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