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8 itemsedited by Kawsar

Models and productsOpenAI

Heimstaden Turns To ChatGPT Enterprise And Codex For Property Management

Heimstaden, a European residential landlord, has adopted OpenAI's ChatGPT Enterprise and its Codex tool across parts of its property management operations.

Editorial diagram showing heimstaden turns to chatgpt enterprise and codex for property management
For a landlord juggling leases, maintenance tickets and tenant messages across many markets, handing that paperwork to a chat assistant changes the daily workflow from manual drafting toward reviewed, machine assisted output, and it raises...Illustration: Diagram: AI Journey.

Read the item3 min read

Editorial diagram showing google.org funds five groups building ai tools for teachers
A grant list is not a product launch, so a district weighing whether to adopt any resulting tool should ask who owns the software once the money runs out and whether Google keeps a stake in what gets built. Illustration: Diagram: AI Journey.

BusinessGoogle

Google.org Funds Five Groups Building AI Tools For Teachers

Google.org is funding five organizations building AI tools for teachers, pairing Google DeepMind's model work with grants aimed at classroom use.

Editorial diagram showing perplexity ai researchers detail lora recipe for converting four language models to diffusion
For teams weighing whether to adopt diffusion generation, a recipe that touches only a small adapter rather than retraining a whole model changes the calculation from a multi-week pretraining budget to a few hours on one rented GPU, which... Illustration: Diagram: AI Journey.

ResearchPerplexity AI

Perplexity AI Researchers Detail LoRA Recipe For Converting Four Language Models To Diffusion

A paper associated with Perplexity AI describes BYOD, a LoRA-only method that converts standard autoregressive language models into diffusion language models without full retraining.

Editorial diagram showing gemini negotiation paper finds persona effects shift by language
For anyone building a Gemini powered negotiation, support, or sales agent meant to serve customers in more than one language, this work means a tone instruction tuned and tested in English cannot be assumed to carry the same weight once... Illustration: Diagram: AI Journey.

ResearchGoogle

Gemini Negotiation Paper Finds Persona Effects Shift By Language

A new paper testing Google's Gemini model in buyer-seller negotiations found that the same persona instruction produced different deal outcomes in English and Korean.

Earlier

The weekly briefing
Editorial diagram showing paper presents script-aware tokenizer for indic languages
Multilingual tokenizers trained mostly on English text tend to chop Bengali or Hindi sentences into far more pieces than an equivalent English sentence, so every prompt and response in those languages costs more against a token-based bill... Illustration: Diagram: AI Journey.

ResearchResearch

Paper Presents Script-Aware Tokenizer For Indic Languages

Week ending

The week in one read

What changed in AI: week ending October 24, 2026

Nothing this week carries a deadline a reader has to beat, so the thing to take from it is a shift already underway: AI compute kept leaving the data center for the car and the laptop, chat assistants kept folding into the back office of small businesses, and a thick run of new papers kept finding that an agent's confidence, honesty and benchmark score move independently of each other, which matters most to anyone who has started trusting a single number to stand in for all three.