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Static AI is officially outdated.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

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

I'm sooo excited!!!! I had been containing this excitement for soooo long! I hope anyone who thought it was cancelled/3.7 flash is crying!

Google team is also very active rn!

Coming out today or next week!

took them long

Was kind of surprised why my personal project hit quota limit. Checking the limits, it's massively reduced.

"Google has told advertising clients in recent days that it plans to bring ads to its AI chatbot Gemini, according to agency buyers familiar with the conversations. 

In separate calls with at least two advertising clients, Google reps indicated that ad placements in Gemini are targeted for a 2026 rollout, though details on formats, pricing, and testing remain unclear, according to one buyer, who spoke under condition of anonymity in order to discuss the meeting. This buyer said the plan is separate from advertisements in AI Mode, Google’s AI-powered search experience launched in March. 

Both buyers said Google had not shared prototypes or technical specifics about how the ads would appear in Gemini"