LLMS - AI Dynamics

Tons of improvements shipped with this one:
– Opus 4.6 1M is now the default Opus model for Claude Code users on Max, Team, and Enterprise plans.
– No more long context price increase in the API.
– No beta header required in the API.
– Include up to 600 images in one request.

→ View original post on X — @alexalbert__

13 March 2026

NVIDIA Nemotron 3 Super Now Available in Perplexity Platform

By

@perplexity_ai

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13 March 2026 19h15

NVIDIA’s Nemotron 3 Super is now available in Perplexity, Agent API, and Computer.

→ View original post on X — @perplexity_ai, 2026-03-13 18:15 UTC

13 March 2026

Local LLMs 101: Inference, Tokens, and Sequence Explained

By

@theahmadosman

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13 March 2026 19h13

> local llms 101 > running a model = inference (using model weights)
> inference = predicting the next token based on your input plus all tokens generated so far
> together, these make up the "sequence" > tokens ≠ words
> they're the chunks representing the text a model sees
>

→ View original post on X — @theahmadosman

13 March 2026

JTok: Scaling LLMs with Token-Indexed Parameters

By

@jiqizhixin

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13 March 2026 19h04

Can LLMs achieve massive capacity gains without massive increases in computational cost? YES, say researchers from Shanghai Jiao Tong University and Xiaohongshu! They introduce JTok, a novel scaling method that uses lightweight "token-indexed parameters" to intelligently

→ View original post on X — @jiqizhixin

13 March 2026

Evaluation awareness in Opus 4.6: measurement validity concerns

By

@whats_ai

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13 March 2026 18h59

Eval awareness in Opus 4.6 is a bit alarming TBH. If the model behaves differently when it thinks it's being tested, what are we actually measuring?

→ View original post on X — @whats_ai

13 March 2026

Anthropic releases Opus 4.6 with 1M context window

By

@testingcatalog

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13 March 2026 18h34

Anthropic made Opus 4.6 with a 1M context window, generally available to all Claude Code users.

→ View original post on X — @testingcatalog

13 March 2026

Lending stochastic parrots term, refining critique

By

@aymericroucher

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13 March 2026 18h10

Yeah, we’ve got to say it! (Well, after that, I did lend him the term “stochastic parrots,” which he doesn’t use, thanks @Fabien_Mikol
, I need to refine my critique)

→ View original post on X — @aymericroucher

13 March 2026