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š Dataframes in Haskell
š¦¾Plus: āš¤Quantum Leap with Googleās Willow Processor

Hey folks! Letās get into Big Data and AI crazinessā¦
In today's edition: What's Shaping the Future of Data?
š¤ Software Engineers + Data Scientists
ā”VS Code improves coding agent integration in the new update
š§ Anthropic's Agent Prototyping
š¤ Hugging Face + GPT-OSS
š§ China unveils āworldās firstā brain-like AI
š¤ Micro1 raises $35 million Series A at $500 million valuation
š” AI Tutorial:How to use Perplexity AI on WhatsApp
š¤ AI Tools and Data Tools to checkout

The goal of this document is to detail the design of a dataframe library for exploratory data analysis (EDA) in Haskell. In addition to fulfilling the usual functional requirements of a dataframe library, the library must also have many modern features learned from years of development in the spaceā¦
Economic pressure is rising, and doing more with less has become the new reality. But surviving a downturn isnāt about stretching yourself thinner; itās about protecting what matters most.
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Both data scientists and engineers must be responsible for the issue and must try to solve the issue at any step of the work. Continuous communication ensures that possible discrepancies are recognized in the early stage.

This iteration, we're introducing auto model selection in chat. When you choose the Auto model in the model picker, VS Code automatically selects a model to ensure that you get the optimal performance and reduce rate limits. Auto model selection is currently in preview and we are rolling it out to all GitHub Copilot users in VS Code in the following weeks, starting with the individual Copilot plans.

Anthropic outlines best practices for designing AI agent tools. It explains clear naming, structured inputs/outputs, context returns, and token-efficient responses, with examples using Claude to prototype, evaluate, and refine tools.

Hugging Face details new Transformer features: faster model loading, reduced memory use, attention sinks, sliding window/hybrid attention, and quantization tools for large-scale models.
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šØāš» Data Tools, Libraries
AI News:

Googleās 58-qubit quantum processor Willow has achieved a physics first, imaging a Floquet topologically ordered state, a highly entangled, non-equilibrium phase of matter previously only theorized. Researchers from TU Munich, Princeton, and Google Quantum AI used a custom interferometric algorithm to map its topological structure and observe exotic particle ātransmutationsā in real time.
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āš§āāļø California passes bill to regulate AI companion chatbots

The bill would make California the first state to govern AI companions if signed by Gov. Gavin Newsom by October 12, taking effect January 1, 2026. It requires clear bot disclosures, three-hour reminders for minors, and bans on self-harm or sexual content, with referrals to crisis hotlines. Operators must publish annual safety and audit reports starting in 2027, and users may sue for actual damages or $1,000 per violation.

Stability AI just supercharged audio generation with Stable Audio 2.5. Thanks to the new Adversarial Relativistic-Contrastive (ARC) post-training method, the model slashes inference steps from 50 to 8, cranking out three-minute tracks in under two seconds on Nvidia H100 GPUs. ARC skips heavy teacher models and classifier-free guidance, optimizing quality directly.

Researchers at the Chinese Academy of Sciencesā Institute of Automation in Beijing have introduced a new artificial intelligence system called SpikingBrain 1.0. Described by the team as a ābrain-likeā large language model, it is designed to use less energy and operate on homegrown Chinese hardware rather than chips from industry leader Nvidia.

Backed by 01 Advisors, the funding round brings Micro1ās valuation to $500 million. The companyās annual recurring revenue has reached $50 million, up from $7 million at the start of 2025. Clients include Microsoft and several Fortune 100 firms, and Adam Bain joins the board alongside Joshua Browder. The startup positions itself as a competitor to Scale AI in providing AI talent and services.
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AI Tutorial
How to use Perplexity AI on WhatsApp

Open WhatsApp on your phone.
Save this number to your contacts: +1 (833) 436-3285.
Open WhatsApp and start a chat with your newly added contact.
Send a message to start ā you can ask questions, request summaries, get recommendations, do research, or even create/edit images.
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