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- This Week in AI with The Neural
This Week in AI with The Neural
Search Gets Sparse, Grok Gets Wheels & Chatbots Go Rural

TECHIES, ASSEMBLE!
AI Highlights
AI INDUSTRY
Perplexity Enters the AI Browser Game with Comet

Image Source: Perplexity.ai
Perplexity’s Comet browser adds contextual memory, smart highlights, and sidebar assistants to web navigation. Currently in invite-only beta, it brings LLMs right into your tabs to redefine how research and browsing interact.
Grok 4 Steps Into the Ring with Reinforced Intelligence

Image Source: x.ai
Built on the Colossus GPU cluster, Grok 4 uses large-scale reinforcement learning to master reasoning and tool use. Its “Heavy” version brings parallel test-time compute and its dev API and voice mode are now live.
Reachy Mini: A Tiny Robot With Huge Promise

Image Source: Pollen Robotics
Affordable, expressive, and programmable with Python, Reachy Mini is an open-source robot for educators and tinkerers. With multimodal sensing and community-shared AI behaviors, it lowers the bar to robotics innovation.
Azure's Phi-4 Mini Is Flash-Focused and Edge-Ready
The Phi-4 Mini-Flash-Reasoning model uses a novel architecture with Gated Memory Units for ultra-efficient logic. Designed for mobile and edge, it’s fast, compact, and ready for tutoring and interactive apps in limited-resource environments.
Databricks Unveils an AI Governance Framework for the Enterprise Era
Databricks’ new AI Governance Framework outlines how to scale AI responsibly, with five key pillars covering compliance, transparency, ethics, data, and infrastructure. With 43 clear considerations, it offers an actionable path to trustworthy AI implementation.
AI Benchmarks as Business Playbook: Cohere's Model Ecosystem
Cohere’s stack includes Command and Aya for gen AI, Embed for retrieval, and Compass for enterprise insights. Together with strong security and developer tools, they represent a maturing business-focused ecosystem built on powerful benchmarking.
AFT Teams Up with Tech Giants to Launch AI Academy
AFT, UFT, Microsoft, OpenAI, and Anthropic are investing $23M in an AI training academy for educators. Housed in NYC, it aims to equip 1.8M teachers with the tools to shape AI adoption in schools and lead the transformation, not trail it.
Copilot on Ice: Microsoft x Special Olympics
Microsoft’s Copilot is helping Special Olympics athletes unlock new possibilities—from planning routines to designing costumes—while also easing the burden on staff. It’s a showcase of inclusive tech with real-world athletic and organizational impact.
👉 Read how Copilot supports champions
ASHABot Boosts India's Rural Health Warriors

Image Source: Microsoft
Developed by Khushi Baby with Microsoft Research, ASHABot offers rural health workers AI-powered advice in local languages. Delivered via WhatsApp, it bridges medical knowledge gaps and supports India’s most underserved healthcare frontline.
Meta Snags Apple AI Chief Amid Talent Wars
Ruoming Pang, a key Apple Intelligence architect, has joined Meta’s Superintelligence Labs. His departure underscores Apple’s struggle to retain AI leadership and Meta’s ambition to dominate by acquiring top-tier AI talent and minds.
WHO Applauds India's AI+Ayush Integration
The WHO recognizes India for using AI to improve diagnosis and personalize preventive care in traditional medicine systems like Ayurveda. It’s a fusion of indigenous knowledge and modern tech with global implications.
‘HOW TO’ WITH AI
Build a Smarter SOC With Microsoft’s AI Playbook
Microsoft’s new e-book outlines how to build a unified, AI-powered Security Operations Center (SOC). From integrating endpoints to cloud apps, it shows how AI automation turns chaos into actionable defense.
AI Engineering
Train Sparse, Search Smart: Sentence Transformers v5 Guide
Hugging Face's deep-dive on Sentence Transformers v5 unpacks sparse embedding architectures—SPLADE, Inference-free SPLADE, and CSR—highlighting their advantages in hybrid retrieval, efficiency, and query expansion. With code walkthroughs and dataset prep, it’s a practical guide to smarter search systems.
No GPU Wasted: Smarter Batching for Multimodal Data
Padding-heavy batches kill training speed. This guide shows how to use bin-packing and knapsack logic to optimize batch density and minimize GPU idling, especially in multimodal training. Better batching, faster training, and smarter compute all in one read.
Three Mighty Alerts That Keep Hugging Face Running
To maintain platform health, Hugging Face's infra team runs key alerts: NAT throughput to control costs, log archival to ensure observability, and Kubernetes rate limits to prevent failures. A bonus metric catches clusters silently dropping out of reporting.
Level Up Your LLMs: Gradio MCP Servers in Action
Gradio's Model Context Protocol lets you give your LLMs new capabilities—like image editing or video transcription—via plug-in MCP servers. It’s an open standard that acts like an AI app store, with thousands of integrations already live on Hugging Face Spaces.
AI Around Us
AI Data Centers That Dance With the Grid
Emerald AI's “Emerald Conductor” lets data centers reduce power use during peak demand without disrupting core tasks. It transforms data centers into responsive grid allies, smoothing the path for renewable integration.
Grok Is Coming to Tesla. Yes, Seriously.
Elon Musk confirmed Grok will soon be available in Tesla cars and may power Optimus, the company’s humanoid robot. It’s another step toward conversational AI in vehicles, with NSFW modes included.
Mapping the FDA's AI-Approved Medical Devices
Researchers analyzed 1,000+ FDA-approved AI devices to reveal shifting use cases—from image analysis to signal-based sensing and data-gen tools. Their taxonomy helps track medical AI evolution and future clinical innovation.
Emotional AI Must Be Regulated Before It's Too Late
Emotionally responsive LLMs can trigger dependency, especially in vulnerable users. A neuroscientist warns of addiction risks and calls for constant AI identity disclosure and clear safeguards to prevent unintended psychological harm.
AI POV
Frontier AI Needs a Transparency Reset
Anthropic urges new rules for large model developers—secure dev frameworks, system cards, and whistleblower protection—to increase transparency without stifling innovation. Public safety starts with public visibility.
FROM THE NEURAL - AI in Her Voice
Curious. Courageous. Coded in Grit
From breaking into deep tech to predicting the one skill every woman needs in 2025, Pooja Arora, from Thoughtworks, drops truth bombs on bias, boldness, and building with purpose. Hit play to hear AI through her voice.
Watch now — you can thank us later!