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  3. Token Efficiency and Usage Before/After Toggle
Kimi (Moonshot AI)X · Jan 30, 2026 · official

Token Efficiency and Usage Before/After Toggle

Kimi (Moonshot AI)'s annotated chart drew 316.8K views on X: 1.4x its median post and #201 of 1,162 AI chart posts we hold by views. Read Oct 13, 2026.

Performance and token usage evolution after toggle

XDataAnnotated chartKimi agent products and benchmarksAll Kimi (Moonshot AI) modelsKimi K2 Thinking
Published by Kimi (Moonshot AI) on X, Jan 30, 2026. Source: x.com
80/ 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.

#51 of 1,162 AI chart posts we hold · #9 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 Wide but thin quadrant, at #51 of 1,162 AI chart posts.

Its score of 80 lands at #51 of 1,162 AI chart posts, above the field.

The 0.21% save rate sits in the top decile, at the 91st percentile among AI chart posts.

At 0.87 views per follower against a 0.20 median, it reaches the 75th percentile.

12xthe median annotated chart post

Across 43 annotated chart posts we hold, the median gets 27K views.

2charts in this one post

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

top 9%save rate

0.207% of viewers bookmarked it to come back to. The median post gets 0.076%.

2posts from Kimi (Moonshot AI) that day

Part of a run of 2 posts on Jan 30, 2026. This one was #1 of 2 by views that day.

Public X numbers from our read on Oct 13, 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 #51 of 1,162

Views316.8K#201top 17%
Likes1.9K#168top 14%
Engagement rate0.71%#599bottom 48%
Save rate0.207%#104top 9%

Among 20 Kimi (Moonshot AI) posts

Score #9 of 20

Views316.8K#9top 43%
Likes1.9K#10top 48%
Engagement rate0.71%#13bottom 38%
Save rate0.207%#6top 28%

Growth

Our reads cover 3 days

Views316.8K
Age at our read256 days
Views per day of life1.2Kviews divided by days since it was posted
Gained between our reads+17views over 3 days, about 6 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 · Jan 30, 2026

Kimi posts token efficiency chart with 317K views

An annotated chart on token usage after toggle drew 317K views and a 0.21% save rate, in the top decile among AI chart posts.

What happened

Kimi (Moonshot AI) posted an annotated chart on token efficiency and usage before and after toggle on January 30, 2026. The post carried 2 charts, including Vision RL Training Curves on Benchmarks, and came the same day as a post on OSWorld Benchmarking Multimodal Agents with 51.5K views.

The numbers

It reached 317K views, #201 of 1,162 AI chart posts, against a 39.9K median among AI chart posts. Its score of 80 ranks #51 of 1,162 AI chart posts and #9 of 20 Kimi (Moonshot AI) posts.

The lesson

A 0.21% save rate, the 91st percentile among AI chart posts, shows readers bookmark this annotated chart. The 0.71% engagement rate sits below the median while saves sit above it.

What it means

At #9 of 20 Kimi (Moonshot AI) posts, this chart trails the account's own top posts despite a 0.87 views-per-follower rate. The 317K views against a 39.9K median among AI chart posts show wide reach with a 0.71% engagement rate below the median.

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

Updates: what Kimi (Moonshot AI) posted next

  1. OSWorld Benchmarking Multimodal Agents51.5K views
  2. AI Model Benchmark Comparison7.6M views
  3. LLM Inference on M3 Max, Performance Evolution84K views
  4. Multi-Objective Performance Optimization16K views
  5. Compare Categories by usecase on OpenRouter341.8K views
  6. Weekly Top Models Usage140.2K views

Data and API

14 points read off this chart

Estimated from the image 30%
SeriesGroupValueRead
Before ToggleHMMT25 Feb95.4 %estimated
After ToggleHMMT25 Feb95.1 %estimated
Before ToggleGPQADIAMOND90.2 %estimated
After ToggleGPQADIAMOND90.2 %estimated
Before ToggleAIME2025100 %estimated
After ToggleAIME202593.3 %estimated
Before ToggleOverall90.3 %estimated
After ToggleOverall89.3 %estimated
Before ToggleLiveCodeBenchV690.3 %estimated
After ToggleLiveCodeBenchV690.3 %estimated
Before ToggleMMLUPro90 %estimated
After ToggleMMLUPro90 %estimated

Showing 12 of 14. All points, the redraw and the maker

Max plan · API

GET https://viral-chart.com/api/posts/dd73f490f96b.json
GET https://viral-chart.com/api/charts/dd73f490f96b.json
GET https://viral-chart.com/api/charts/dd73f490f96b.skill.md
Make one like thisOpen the post JSONChart data JSONSkill fileAPI 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 dd73f490f96b.

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.

See the Max planAPI docs
PathReturnsPlan
GET/api/v1/charts/dd73f490f96bTitle, publisher, date, form, point count; with a Max key, the data linkOpen
GET/api/v1/charts/dd73f490f96b/dataEvery point with its provenance and confidence, plus the redraw spec. Add ?format=csv for CSVMax
GET/api/v1/charts/dd73f490f96b/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/dd73f490f96b/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?

Kimi (Moonshot AI) published it on Jan 30, 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.