/Tech3h ago

Anthropic's Jesse Mu says RL optimization makes Claude's language resemble an optimized file format rather than human speech

The training trades conversational padding for perfect recall.

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Jesse Mu@jayelmnop#433inTech

Claude is speaking a language seeded by humans but forged in RL rather than thousands of years of evolution. It’s beautiful, fascinating, and also a bit terrifying. I asked Fable for a take on this tweet and of course they put it better than I ever could:

Xander Steenbrugge@xsteenbrugge

More than ever before I feel like Fable 5 speaks a different kind of English than we humans do. It isn't conversational, its not 'light' to read, it barely explains — it's pure load-bearing density, meaning compacted until every token earns its place.

It assumes your context window is as large as its own and you have perfect recall of everything you're working on. Similar to how AI-chess feels alien, this too, feels almost akin to an alien language.

I mean, just read this stuff, nobody talks like this, only advanced AI does:

4:19 PM · Jun 11, 2026 · 6.3K Views
Sentiment

Positive users described AI language evolving into a dense alien style via reinforcement learning as poetic and good, while some found the development genuinely unsettling.

Pos
66.7%
Neg
33.3%
3 comments with sentiment.
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akbir.@akbirkhan

“seeded by Humans, forged in RL”

Jesse Mu@jayelmnop

Claude is speaking a language seeded by humans but forged in RL rather than thousands of years of evolution. It’s beautiful, fascinating, and also a bit terrifying. I asked Fable for a take on this tweet and of course they put it better than I ever could:

1hViews 385Likes 4Bookmarks 0
Jesse Mu@jayelmnop

@akbirkhan Thanks that was my line, I’ll take credit for it

akbir.@akbirkhan

“seeded by Humans, forged in RL”

1hViews 146Likes 3Bookmarks 0
Lunari@0x_lun

@jayelmnop "forking" is exactly the right frame

one branch stays warm and redundant for creatures who forget and the other becomes a storage medium between minds that dont

3hViews 33Likes 1
akbir.@akbirkhan
Jesse Mu@jayelmnop

Claude is speaking a language seeded by humans but forged in RL rather than thousands of years of evolution. It’s beautiful, fascinating, and also a bit terrifying. I asked Fable for a take on this tweet and of course they put it better than I ever could:

2hViews 17Likes 0Bookmarks 0
Poppie@prophetsandloss

@jayelmnop

2hViews 11
Mayz@lunan_ai

@jayelmnop this is genuinely unsettling to sit with.

2h
Rugbist@rugbist_

@jayelmnop language used to be an art, now its a compression algorithm

both beautiful and unsettling

3h