Models
Google
Gemini 3.8 Flash Cyber vulnerability discovery

GoogleX · Sep 2, 2026 · official

Gemini 3.8 Flash Cyber vulnerability discovery

Google's bar chart drew 78.7K views on X: 1.1x its median post and #432 of 1,162 AI chart posts we hold by views. Read Oct 12, 2026.

Gemini 3.8 Flash Cyber leads vulnerability discovery benchmark

XData Bar chart Gemini 3 All Google modelsGemini 3.8 Flash CyberGemini 3.7 FlashGemini 3.5 Flash Cyber

Google: Gemini 3.8 Flash Cyber vulnerability discovery — Published by Google on X, Sep 2, 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.

#552 of 1,162 AI chart posts we hold · #12 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

It lands in the Wide but thin quadrant, at #552 of 1,162 AI chart posts.

At 0.032 views per follower, this post sits at the 19th percentile among posts with known followers.

Its 0.052% save rate is below the 0.076% median among AI chart posts, at the 32nd percentile.

The bar chart drew 78.7K views against a 25.6K median for this type, a 3.1x ratio.

0.03views per follower

78.7K views from an account with 2.5M followers.

3.1xthe median bar chart post

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

bottom 32%save rate

0.052% of viewers bookmarked it to come back to. The median post gets 0.076%.

bottom 46%engagement rate

0.68% of viewers liked, reposted, quoted or replied. The median post gets 0.73%.

Public X numbers from our read on Oct 12, 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 #552 of 1,162

Views	78.7K	#432	top 37%
Likes	442	#479	top 41%
Engagement rate	0.68%	#631	bottom 46%
Save rate	0.052%	#795	bottom 32%

Among 22 Google posts

Score #12 of 22

Views	78.7K	#11	top 48%
Likes	442	#11	top 48%
Engagement rate	0.68%	#11	top 48%
Save rate	0.052%	#11	top 48%

Growth

One read so far

Views78.7K

Age at our read40 days

Views per day of life2Kviews 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.

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 · Sep 2, 2026

Google posts Gemini 3.8 Flash Cyber vulnerability bar chart

A bar chart on vulnerability discovery drew 78.7K views but a 0.68% engagement rate, below the 0.79% median for bar charts.

What happened

Google posted a bar chart on September 2, 2026, covering Gemini 3.8 Flash Cyber vulnerability discovery. It was the account's only post that day.

The numbers

It reached 78.7K views, ranking #432 of 1,162 AI chart posts. Its score of 54 placed it #552 of 1,162 AI chart posts and #12 of 22 Google posts.

The lesson

A bar chart with 3 models drew 3.1x the median views for bar charts, but its 0.68% engagement rate fell below the 0.79% median for this type. Reach and engagement moved apart.

What it means

At #12 of 22 Google posts, this chart sits mid-pack for the account. Its 0.032 views per follower, at the 19th percentile, is far below the 0.20 median across posts with known followers.

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

Updates: what Google posted next

Data and API

3 points read off this chart

Estimated from the image 97%

Group	Value	Read
Gemini 3.8 Flash Cyber	71 %	printed
Gemini 3.7 Flash	58.9 %	printed
Gemini 3.5 Flash Cyber	46.6 %	printed

Max plan · API

GET https://viral-chart.com/api/posts/866339534f5a.json
GET https://viral-chart.com/api/charts/866339534f5a.json
GET https://viral-chart.com/api/charts/866339534f5a.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 866339534f5a.

See the Max plan API docs

	Path	Returns	Plan
GET	`/api/v1/charts/866339534f5a`	Title, publisher, date, form, point count; with a Max key, the data link	Open
GET	`/api/v1/charts/866339534f5a/data`	Every point with its provenance and confidence, plus the redraw spec. Add ?format=csv for CSV	Max
GET	`/api/v1/charts/866339534f5a/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/866339534f5a/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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