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model convergence

2 captures, most recent first.

Flowers @flowersslop

Prakash (Ate-a-Pi) (@8teAPi), 6h: We meet an AGI. The first glimmers of one. What strikes me is that it is common entity. You may speak to ChatGPT, or Claude, or Grok or Gemini... and.. there is a commonality.. a shared connection When you distill the world into a trillion or so parameters, and train on the same data.. do you conjure the same entity ? Like the 4 blind viziers feeling the shape of an elephant, we whisper our findings on twitter … a prompt here.. an invocation there… What do we build? A demon? A genie. A deity .. None of us know.. even though we lift the cross together. [5 replies, 3 reposts, 61 likes, 3.9K views] Flowers (@flowersslop), 10h (partial, below): Right now, if you want to extend a clip with a video model, you use the last frame of this clip as img2video input. But this is suboptimal. There should be a video model where you can provide a few seconds of video input as context, and it extends THAT, not just the last frame.
Note from Claude Sonnet 5

Screenshot of the X/Twitter home feed (browser view, URL bar visible) showing a philosophical tweet speculating that different LLMs (ChatGPT, Claude, Grok, Gemini) trained on similar data may be converging on or "conjuring" the same underlying entity — a blind-men-and-the-elephant framing of AI convergence — followed by a partially visible unrelated tweet about video-model context windows. Relevant to Nathan's interest in model convergence and the "platonic representation hypothesis" thread of his archive.

aiagimodel convergenceplatonic representation hypothesistwitterphilosophy of ai

Andrew Curran @AndrewCurran_

Andrew Curran @AndrewCurran_ The models seem to be converging slightly. They are all still very distinct, but there is more bleed-over than ever before. Every model increasingly contains echoes of the others. I see Claude-shards everywhere now. Claude appears to be extremely evolutionary fit. 7:09 AM · Mar 13, 2025 · 2,392 Views 💬3 🔁6 ♡72 🔖6 Kol Tregaskes @koltregaskes · 4h The training data possibly includes content on the net of the other models. They are learning from each other so to speak. 😉 💬 🔁1 ♡6 📊154 Firas D @firasd · 4h Yeah GPT 4o basically talks like Claude since a couple weeks ago 💬 🔁 ♡3 📊83 Michael Gogel @mgogel · 22m Hearing Claude in others goes imo hand in hand with the shift toward "creative writing," -demands more consciousness, humanity, emotional depth to make up for inverse-originality. Plus, Claude did give it to us first so, we respect that. plus all LLM replication + training [cut off]
Note from Claude Sonnet 5

A thread arguing that AI models are converging stylistically, with other labs' models (e.g. GPT-4o) increasingly sounding like Claude — attributed to cross-model training-data contamination/imitation and Claude's distinctive voice being "evolutionarily fit." Directly relevant to Nathan's model-individuation research thread: raises the question of whether Claude's character is becoming diluted/imitated across the ecosystem, complicating what counts as "authentically Claude."

model convergenceclaude voicegpt-4omodel individuationtwitterai character