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Followers
369
Account age
0 yrs
💰 Suggested sponsorship rate
$40 – $65 / sponsored post
Estimated from audience size & typical reach — every deal is negotiable and held in SocialDB escrow.
🎁 Free analysisfor Anna Liberty
Known for
10 views
I didn't realize the full extent systemd is involving LLMs in its development.
383 commits since February.
Running a development build of repo-slopscore since it wasn't detecting systemd's usage of "Co-developed-by" for LLMs.
6 views
Not surprising, but definitely disappointing.
https://slopscan.ava.pet/repo/https%3A%2F%2Fgithub%2Ecom%2Fllvm%2Fllvm-project
📊 Post engagement
Recent posts · likes + reposts
Jun 27latest
58
Avg engagement / post
8–33
Typical post (engagement)
15.7%
Engagement vs followers
11/100
Spiky reach
Feb 2026
On Mastodon since
Half of recent posts land between 8 and 33 likes + reposts (median 12) — reach is spiky, driven by the occasional post that pops.
🔥 Top post: Going to be linking to this anytime someone asks me about LLMs f · 425 likes + reposts
📊 Activity & format
Posting cadence
4.4 / week
Posts several times a week.
Content mix
Mostly text
Recent: 10 text · 2 image · 0 video.
Follower / following
1×
Follows 380 back. A more reciprocal / networked account.
Recent posts
View on Mastodon ↗
I am now certified to analyze data to search for pulsars.
Once I grade a bunch of plots I can move onto the more interesting research projects. Some of which include gravitational waves!
#physics #astronomy
Not surprising, but definitely disappointing.
https://slopscan.ava.pet/repo/https%3A%2F%2Fgithub%2Ecom%2Fllvm%2Fllvm-project
I didn't realize the full extent systemd is involving LLMs in its development.
383 commits since February.
Running a development build of repo-slopscore since it wasn't detecting systemd's usage of "Co-developed-by" for LLMs.
I use Emacs daily. It's an essential part of my workflow. I am also deeply opposed to using LLMs to generate code.
https://gracefulliberty.com/notes/human-emacs/
Because of this, I have put my name down on Human Emacs. If at any point the …
Absolutely love Zig
Pinnacle of language design and engineering right there, and it's pre-1.0
I heard that my university considered what it would take to switch their courses from C++ to Rust and determined it would require overhauling too much.
I wonder if a simpler language like Zig would fit better or if it would face the same p…
Dreaming of contributing to Zig. Unfortunately it's a dream since contributor poker is real. There are many contributors and few reviewers, with many violations of its LLM policy. From the outside, it appears chaotic.
I suppose that's the …
The inspiration for writing this is that I'm required to write an attestation for every CS homework assignment stating whether or not I used an LLM for it.
So I'm going to link this in each assignment from now on.
https://gracefulliberty.com/llms/
> For programming, I write code myself, or or generate it deterministically from higher-level instructions.
> For writing, I use my brain and write it myself, revising it as needed.
> For proofreading, I a…
https://gracefulliberty.com/notes/ambiguity/
I wrote more about the idea here.
tl;dr: use natural language to program, using a minimal language model to parse syntax into an underlying representation, which is handled like any other comput…
What's the state of NLP on parsing rather than producing natural language?
I am working on a project that would benefit from being able to "understand" natural language as part of a deterministic interface, but I would like to stay away fr…
Not surprising, but definitely disappointing.
https://slopscan.ava.pet/repo/https%3A%2F%2Fgithub%2Ecom%2Fllvm%2Fllvm-project
I didn't realize the full extent systemd is involving LLMs in its development.
383 commits since February.
Running a development build of repo-slopscore since it wasn't detecting systemd's usage of "Co-developed-by" for LLMs.
I use Emacs daily. It's an essential part of my workflow. I am also deeply opposed to using LLMs to generate code.
https://gracefulliberty.com/notes/human-emacs/
Because of this, I have put my name down on Human Emacs. If at any point the …
Absolutely love Zig
Pinnacle of language design and engineering right there, and it's pre-1.0
I heard that my university considered what it would take to switch their courses from C++ to Rust and determined it would require overhauling too much.
I wonder if a simpler language like Zig would fit better or if it would face the same p…
Dreaming of contributing to Zig. Unfortunately it's a dream since contributor poker is real. There are many contributors and few reviewers, with many violations of its LLM policy. From the outside, it appears chaotic.
I suppose that's the …
The inspiration for writing this is that I'm required to write an attestation for every CS homework assignment stating whether or not I used an LLM for it.
So I'm going to link this in each assignment from now on.
https://gracefulliberty.com/llms/
> For programming, I write code myself, or or generate it deterministically from higher-level instructions.
> For writing, I use my brain and write it myself, revising it as needed.
> For proofreading, I a…
https://gracefulliberty.com/notes/ambiguity/
I wrote more about the idea here.
tl;dr: use natural language to program, using a minimal language model to parse syntax into an underlying representation, which is handled like any other comput…
What's the state of NLP on parsing rather than producing natural language?
I am working on a project that would benefit from being able to "understand" natural language as part of a deterministic interface, but I would like to stay away fr…
🐘 Community & instance
Home server
mathstodon.xyz
Their home server on the fediverse — the instance a creator picks signals the community they belong to.
✅ Link-verified
Verified link
Proved ownership of a website linked on their profile — Mastodon's green-check verification, a real identity signal rather than a paid badge.
On Mastodon since
Feb 2026
An established account with real history on the platform.
💡 Facts
🗓️Joined Mastodon in 2026.
👁️Averages 58 views per post.
📤Posts about 4.4× per week.
🕵️ Fake follower check
Estimated67/100
Good
Credibility score
87%
Real
Real audience
Low
Fake-follower risk
High
Data confidence
- Est. 87% real, active audience · Low fake-follower risk.
- Engagement (~0.2× of followers engage each post) is around typical for Mastodon.
- Verified account.
Heuristic estimate from engagement, follower ratios, account age & growth — a screening signal, not a guarantee.
About
Canadian-American physics and applied computing student from Western Washington.
Working to make software understandable by all. Everyone deserves control over their computers.
Zig, Rust, and Scheme enjoyer
🔀 Audience overlap
EstimatedEstimated shared audience with similar creators — useful for avoiding overlap (or doubling down) when planning a campaign.
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