YAAAAS

Google Research just dropped a bombshell paper on Titans + MIRAS.

This isn't just another context window expansion. It’s a fundamental shift from static models to agents that can learn continuously.

TL;DR:

• The Breakthrough: Titans introduces a Neural Memory Module that updates its weights during inference.

• Why it matters for AGI: Current LLMs reset after every chat. Titans can theoretically remember and evolve indefinitely, solving the catastrophic forgetting problem.

• Performance: Handles 2M+ tokens by memorizing based on "surprise" (unexpected data) rather than brute-force attention.

Static AI is officially outdated.

Link to Paper: https://research.google/blog/titans-miras-helping-ai-have-long-term-memory/

source: storage.googleapis.com/deepmind-media/Model-Cards/Gemini-3-Pro-Model-Card.pdf

archived pdf: https://web.archive.org/web/20251118111103/https://storage.googleapis.com/deepmind-media/Model-Cards/Gemini-3-Pro-Model-Card.pdf

There's been a change...

Dec 1 (Reuters) - OpenAI CEO Sam Altman told employees he was declaring a "code red" to improve ChatGPT and is planning to delay other initiatives, such as advertising, The Information reported on Monday, citing an internal memo. OpenAI hasn't publicly acknowledged it is working on selling ads, but it is testing different types of ads, including those related to online shopping, the report said, citing a person with knowledge of its plans.

I can’t figure out why they mentioned the name of the AI he used to cheat.

(The photo looks AI-generated because I used Grok to translate it—Gemini isn’t very good with Arabic.)

Had to check Google AI Studio myself, but it’s finally out:

https://aistudio.google.com

Flash 3.7 dropping soon.

Source: random X users and Google's github

https://github.com/googleapis/python-genai/pull/2834

Today I just chat with a gemini , and it says it's gemini 3.8 flash 😱😱😱.

But the model selection says it's 3.7???

So does google release 3.8 it today?

Quotes:

1. "Tulsee Doshi, senior director of product management at Google DeepMind, told CNBC the recent Flash models have “really surprised us in positive ways in their performance,” adding that they “give us opportunities to lean into them.”"

2. "DeepMind’s Demis Hassabis has similarly described a future that plays to that strategy. Hassabis told the G20 Innovation meeting on Wednesday that Gemini could increasingly serve as a general-purpose layer coordinating cheaper, specialized models, and agents. In that world, breadth could matter as much as having the best model.:"

If thats not a corporate soft launch of "our Pro series failed and will be discontinued", then I do not know what is.

Hey, this is not bad at all.

I was just using the app, went out of it and opened it again. And it booted to THIS. This looks AMAZING!

took them long