Models
Kimi (Moonshot AI)
Training Logits Comparison: Vanilla vs Kimi K2 with

Kimi (Moonshot AI)X · Jul 22, 2025 · official

Training Logits Comparison: Vanilla vs Kimi K2 with

Kimi (Moonshot AI)'s line chart drew 90.5K views on X: 0.4x its median post and #403 of 1,162 AI chart posts we hold by views. Read Oct 12, 2026.

Logits comparison shows divergence in vanilla run and stability with MuonClip

XData Line chart Kimi K2 All Kimi (Moonshot AI) modelsVanilla run with MuonKimi K2 with MuonClip

Kimi (Moonshot AI): Training Logits Comparison: Vanilla vs Kimi K2 with — Published by Kimi (Moonshot AI) on X, Jul 22, 2025. Source: x.com

81/ 100

ViralChart score

Reached and resonated

More views and a higher engagement rate than the median post: it travelled and people acted on it.

#41 of 1,162 AI chart posts we hold · #6 of 20 Kimi (Moonshot AI) 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 sits in the Reached and resonated quadrant at #41 of 1,162 AI chart posts.

Its 0.45% save rate sits at the 99th percentile among AI chart posts, against a 0.076% median.

The score of 81 ranks #41 of 1,162 AI chart posts and #6 of 20 Kimi (Moonshot AI) posts.

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

4charts in this one post

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

top 1%save rate

0.447% of viewers bookmarked it to come back to. The median post gets 0.076%.

top 1%engagement rate

2.20% of viewers liked, reposted, quoted or replied. The median post gets 0.73%.

0.25views per follower

90.5K views from an account with 365.4K followers.

Public X numbers from our read on Oct 12, 2026. Peers: 1,162 AI chart posts we hold and 20 from Kimi (Moonshot AI).

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 #41 of 1,162

Views	90.5K	#403	top 35%
Likes	1.7K	#189	top 16%
Engagement rate	2.20%	#16	top 1%
Save rate	0.447%	#7	top 1%

Among 20 Kimi (Moonshot AI) posts

Score #6 of 20

Views	90.5K	#16	bottom 23%
Likes	1.7K	#11	bottom 48%
Engagement rate	2.20%	#1	top 3%
Save rate	0.447%	#1	top 3%

Growth

Our reads cover 2 days

Views90.5K

Age at our read448 days

Views per day of life202views divided by days since it was posted

Gained between our reads+3views over 2 days, about 2 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.

Kimi (Moonshot AI)'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 22, 2025

Kimi K2 logits comparison chart draws 90.5K views

A line chart of logits for a vanilla run with Muon and Kimi K2 with MuonClip reached 90.5K views and a 0.45% save rate.

What happened

Kimi (Moonshot AI) posted a line chart on July 22, 2025, comparing logits for a vanilla run with Muon and Kimi K2 with MuonClip. The post carried 4 charts, including a Kimi K2 training loss curve and t-SNE visualizations of MCP tools by category, and it was the account's only post that day.

The numbers

It reached 90.5K views, ranking #403 of 1,162 AI chart posts, against a median of 39.9K views among AI chart posts. Its score of 81 ranks #41 of 1,162 AI chart posts and #6 of 20 Kimi (Moonshot AI) posts.

The lesson

A 0.45% save rate, at the 99th percentile among AI chart posts, came with a 2.20% engagement rate. The chart shows max logits values from 200 to 1200 for the vanilla run with Muon and 80 to 100 for Kimi K2 with MuonClip.

What it means

At #6 of 20 Kimi (Moonshot AI) posts, this chart post trails the account's own top posts while its 0.45% save rate sits far above the 0.076% median among AI chart posts.

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

Updates: what Kimi (Moonshot AI) posted next

Data and API

20 points read off this chart

Estimated from the image 62%

Series	Group	Value	Read
0	Vanilla run with Muon	0 logits	estimated
2500	Vanilla run with Muon	50 logits	estimated
5000	Vanilla run with Muon	100 logits	estimated
7500	Vanilla run with Muon	150 logits	estimated
10000	Vanilla run with Muon	200 logits	printed
12500	Vanilla run with Muon	400 logits	estimated
15000	Vanilla run with Muon	600 logits	estimated
17500	Vanilla run with Muon	900 logits	printed
18000	Vanilla run with Muon	1200 logits	printed
	Vanilla run with Muon	1200 logits	estimated
0	Kimi K2 with MuonClip	0 logits	estimated
10000	Kimi K2 with MuonClip	100 logits	estimated

Showing 12 of 20. All points, the redraw and the maker

Max plan · API

GET https://viral-chart.com/api/posts/9a90736f1819.json
GET https://viral-chart.com/api/charts/9a90736f1819.json
GET https://viral-chart.com/api/charts/9a90736f1819.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 9a90736f1819.

See the Max plan API docs

	Path	Returns	Plan
GET	`/api/v1/charts/9a90736f1819`	Title, publisher, date, form, point count; with a Max key, the data link	Open
GET	`/api/v1/charts/9a90736f1819/data`	Every point with its provenance and confidence, plus the redraw spec. Add ?format=csv for CSV	Max
GET	`/api/v1/charts/9a90736f1819/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/9a90736f1819/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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