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Meta
Exact vs Not Exact Set Relaxations

MetaX · Oct 2, 2026 · official

Exact vs Not Exact Set Relaxations

Meta's annotated chart drew 9.5K views on X: 0.3x its median post and #832 of 1,162 AI chart posts we hold by views. Read Oct 13, 2026.

Comparison of exact and non-exact cycle-based relaxations

XData Annotated chart Muse Spark All Meta models

Meta: Exact vs Not Exact Set Relaxations — Published by Meta on X, Oct 2, 2026. Source: x.com

41/ 100

ViralChart score

Small but loved

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

#741 of 1,162 AI chart posts we hold · #23 of 31 Meta 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

Small but loved quadrant: views below median, engagement at or above it, score rank #741 of 1,162.

Views per follower sit at 0.011, 0.05x the median of 0.20, landing in the 5th percentile, bottom decile.

This post's 9.5K views are 0.26x Meta's median of 36.4K, ranking #27 of 31 Meta posts.

On launch day, this post ranked #2 of 2 Meta posts that day, with the other post drawing 95.2K views.

0.01views per follower

9.5K views from an account with 865.4K followers.

0.3xMeta's median post

9.5K views, where Meta's typical post gets 36.4K.

2posts from Meta that day

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

0.4xthe median annotated chart post

Across 62 annotated chart posts we hold, the median gets 22.8K views.

Public X numbers from our read on Oct 13, 2026. Peers: 1,162 AI chart posts we hold and 31 from Meta.

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 #741 of 1,162

Views	9.5K	#832	bottom 28%
Likes	77	#799	bottom 31%
Engagement rate	0.89%	#407	top 35%
Save rate	0.116%	#347	top 30%

Among 31 Meta posts

Score #23 of 31

Views	9.5K	#27	bottom 15%
Likes	77	#25	bottom 21%
Engagement rate	0.89%	#13	top 40%
Save rate	0.116%	#11	top 34%

Growth

Our reads cover 26 hours

Views9.5K

Age at our read11 days

Views per day of life865views divided by days since it was posted

Gained between our reads+30views over 26 hours, about 27 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.

Meta'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 2, 2026

Meta's Exact vs Not Exact Set Relaxations chart draws 9.5K views

An annotated chart on exact and non-exact cycle-based relaxations, posted October 2, 2026.

What happened

Meta published an annotated chart comparing exact and non-exact cycle-based relaxations on October 2, 2026. It was one of 2 posts that day, the other on high-dimensional ellipsoid fit threshold.

The numbers

Views: 9.5K, likes: 77, engagement rate: 0.89%, save rate: 0.12%, views per day: 865. Score: 41, rank #741 of 1,162 AI chart posts, #23 of 31 Meta posts.

The lesson

A 0.12% save rate with 9.5K views shows low retention despite engagement. The 0.89% engagement rate is above the AI chart median, but views are far below.

What it means

For Meta, this post ranks #27 of 31 by views, 0.26x its median. To improve, focus on topics that draw higher view counts, like the 95.2K post on the same day.

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

Updates: what Meta posted next

Data and API

10 points read off this chart

Estimated from the image 50%

Series	Group	Value	Read
Cycle-based relaxation	Exact	1	printed
Multilinear polytope	Exact	1	printed
Cycle-based relaxation	Not exact	1	printed
Multilinear polytope	Not exact	1	printed
A	Exact	1	printed
B	Exact	1	printed
C	Exact	1	printed
A	Not exact	2	printed
B	Not exact	1	printed
C	Not exact	1	printed

Max plan · API

GET https://viral-chart.com/api/posts/d3a58a27c31b.json
GET https://viral-chart.com/api/charts/d3a58a27c31b.json
GET https://viral-chart.com/api/charts/d3a58a27c31b.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 d3a58a27c31b.

See the Max plan API docs

	Path	Returns	Plan
GET	`/api/v1/charts/d3a58a27c31b`	Title, publisher, date, form, point count; with a Max key, the data link	Open
GET	`/api/v1/charts/d3a58a27c31b/data`	Every point with its provenance and confidence, plus the redraw spec. Add ?format=csv for CSV	Max
GET	`/api/v1/charts/d3a58a27c31b/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/d3a58a27c31b/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.