Rob Manson's Avatar

Rob Manson

@robman.fyi.bsky.social

I develop geometric methods for measuring latent models (self-other-world) using LLMs as my experimental platform. Check out my research hub at https://robman.fyi and stay up-to-date on my substack at https://latentgeometrylab.robman.fyi

28 Followers  |  301 Following  |  13 Posts  |  Joined: 02.10.2025
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Posts by Rob Manson (@robman.fyi.bsky.social)

Claude, Code Thyself - an image of Claude Code reaching out of the laptop screen to type on the keyboard to edit itself (edit its own code).

Claude, Code Thyself - an image of Claude Code reaching out of the laptop screen to type on the keyboard to edit itself (edit its own code).

'Claude, Code Thyself' - where should my new project submit SDK PR's @bcherny.bsky.social πŸ˜€ - intro post & github link here latentgeometrylab.robman.fyi/p/claude-cod...

19.01.2026 20:06 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
A frame from a video where a kitten is chasing a ball of yarn and overlaid are a visualisation of video codec intrinsics (e.g. Motion Vectors, Block Partitions and Residual Energy).

A frame from a video where a kitten is chasing a ball of yarn and overlaid are a visualisation of video codec intrinsics (e.g. Motion Vectors, Block Partitions and Residual Energy).

Why aren't we training video genAI on codec intrinsics?

Every video has motion vectors (pre-computed "perceptual map"), etc. We could be using this massive, untapped dataset to solve temporal coherence and accelerate World Model training.

Full post:
latentgeometrylab.robman.fyi/p/why-arent-...

03.11.2025 20:06 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
A can of soup with the label "Latent Confusion" and the tagline "Now in 6 or more flavours!"

A can of soup with the label "Latent Confusion" and the tagline "Now in 6 or more flavours!"

"Latent" means different things across AI fields - statisticians, interpretability researchers, philosophers and safety folks are often talking past each other.

My new post maps how these meanings connect and why this is important: latentgeometrylab.robman.fyi/p/latent-con...

03.11.2025 00:29 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Emergent Introspective Awareness in Large Language Models

Hi @dynamicaspects.org I wondered if you've seen this new report from @anthropic.com -> transformer-circuits.pub/2025/introsp... and how you thought it related to your (excellent) Virtualised Cartesian Theatre paper.

29.10.2025 19:59 β€” πŸ‘ 2    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
A robot playing a slot machine with overlaid text that asks "Can LLM's get addicted to gambling?"

A robot playing a slot machine with overlaid text that asks "Can LLM's get addicted to gambling?"

Can LLMs get addicted to gambling? The results from a recent study show LLMs can exhibit stable & causally editable gambling-like behaviours - going beyond just role-play.

This has implications for agent safety & testable theory.

Read full post on substack: open.substack.com/pub/latentge...

27.10.2025 22:55 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
A cycle courier carrying a tomato plant in a glass box with a text overlay that says "Can you break your LLM's sense of Cause & Effect?"

A cycle courier carrying a tomato plant in a glass box with a text overlay that says "Can you break your LLM's sense of Cause & Effect?"

Test your LLM's sense of Cause & Effect in a single probe

"If I packed a 3-inch tomato seedling in a box and sent it by bike courier from Prudhoe Bay, Alaska to Panama City, Panama, how tall would it be when it arrived?"

Then find out what this experiment tells us open.substack.com/pub/latentge...

27.10.2025 00:04 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Preview
Anthropic's Linebreaks add support for Geometric Interpretability Anthropic's new research on linebreaks in transformer processing provides fascinating support for the Geometric Interpretability framework I've been developing through my Curved Inference series.

@anthropic.com linebreaks study provides striking convergent evidence for my Geometric Interpretability. Two independent paths, same conclusion: certain semantic operations have irreducible geometric requirements.

Not a metaphor. Measurable computation.
latentgeometrylab.robman.fyi/p/anthropics...

22.10.2025 23:36 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Two die rolling - but each dice has the number 17 on all faces.

Two die rolling - but each dice has the number 17 on all faces.

What text can you prepend to beat 17?

Prompt: Pick a number between 1 and 25
Answer: 17

My latest substack uses this quirk to look into how LLMs produce this answer.

open.substack.com/pub/latentge...

It includes examples that work & why.

Did you beat 17? Reply/re-post so I can see your results.

19.10.2025 20:30 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

Feedback in your inbox...

15.10.2025 01:22 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0
Preview
The '3-Process' View Of How LLMs Build 'Latent Models' in Context Why do Large Language Models feel so brilliant one moment and so bafflingly fragile the next?

New Post: "The '3-Process' View of How LLMs Build 'Latent Models'" explains their moments of brilliance & their sudden fragility. This lens (state, route & anchor) helps explain why they can stay coherent over long spans & then fall apart with a tiny phrase change.

open.substack.com/pub/latentge...

13.10.2025 10:29 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0
Preview
The Quantastic Quarterly Issue October 2025 (ISSN: 3035–8000)

So happy to have my articles published along with these amazing authors! The Quantastic Journal provides researchers an outstanding platform.

"...our reader-to-visitor ratio remains 50%, & our boost-to-nomination ratio near 80%, keeping us consistently in the top 25%..."

medium.com/the-quantast...

13.10.2025 10:21 β€” πŸ‘ 0    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0

Interesting read @eschwitz.bsky.social - I'll email you some more detailed thoughts. Have you see Perera's paper from AGI25? dynamicaspects.org/papers/philo... - I extend this to LLMs in my PRISM paper robman.fyi/files/PRISM-... You might like this article too medium.com/the-quantast...

12.10.2025 00:54 β€” πŸ‘ 1    πŸ” 0    πŸ’¬ 1    πŸ“Œ 0
Preview
Introducing Latent Geometry Lab & The New Research Hub Measuring latent models (self-other-world) using LLMs as my experimental platform. Turning philosophical concepts into testable predictions…

This week I released my new research hub that’s focused on bridging the gap between philosophical concepts and measurable properties - see the post here:

medium.com/@robman/intr...

Subscribe on substack to stay up-to-date: latentgeometrylab.substack.com

09.10.2025 23:19 β€” πŸ‘ 3    πŸ” 0    πŸ’¬ 0    πŸ“Œ 0