✨ Morning, Enthusiasts

Big energy this issue - AI is leveling up end-to-end: Google Research proposes Nested Learning (no forgetting), Gemini adds File Search (native RAG), Google Cloud rolls out Ironwood TPUs & Axion VMs, Moonshot ships Kimi K2 (agentic reasoning), and NotebookLM live-syncs Drive.

Plus: EaseMate 3D, AIHealthTech TB breakthrough, and a Weekend Agents deep-dive.

🧠 Google Research Unveils Nested Learning

Google introduces Nested Learning, a new ML paradigm that mimics how the human brain learns tackling catastrophic forgetting by treating models as interconnected layers of optimization problems.

Highlights:

• Models learn at multiple “update frequencies,” preserving past knowledge.

• Bridges architecture and training into one unified learning system.

• Introduces Hope, a self-modifying AI with continuum memory.

• Outperforms Transformers in long-context reasoning and retention.

Why it matters:
Nested Learning could unlock self-improving AI systems that adapt continuously without retraining, pushing machine learning closer to human-like memory and evolution.

🗂️ Google Gemini Gets File Search Built-In

Google DeepMind introduces File Search in Gemini API - a fully managed RAG system that handles everything from chunking to embeddings and citations.
No pipelines. No setup. Just upload your files and start asking questions.

Highlights:

• Retrieval and storage are free ,pay once for embeddings ($0.15 per million tokens).

• Built on the new Gemini Embedding 001 model for deep semantic search.

• Auto-citations keep responses verifiable.

• Supports PDFs, DOCX, TXT, JSON, and more.

• Used by Beam (Phaser Studio) to build AI game generation at lightning speed.

Why it matters:
Gemini just made retrieval effortless grounding your data in seconds and turning AI queries into instant, context-aware insights.

⚙️ Google Cloud Unveils Ironwood TPUs & Axion VMs

Google Cloud launched Ironwood TPUs and Axion VMs, its next-gen silicon designed for the AI inference era.
Ironwood delivers 10× performance over TPU v5p, while Axion’s Arm-based N4A and C4A metal VMs offer 2× better price-performance than x86.

Highlights:

• Ironwood scales to 9,216 TPUs with 9.6 Tb/s interconnect.

• Anthropic plans to tap up to 1M TPUs for Claude models.

• Axion drives 30–60% faster workloads for Vimeo and ZoomInfo.

Why it matters:
Google is redefining AI infrastructure — uniting custom silicon for training, inference, and efficiency at planetary scale.

🧩Moonshot AI Debuts Kimi K2 Thinking (Open-Source “Agentic” Reasoner)

Moonshot AI unveiled Kimi K2 Thinking, an open-source “agentic” model that acts like a tool-using AI capable of running 200–300 sequential tool calls and scaling long-horizon reasoning.

Highlights:

• Hits 44.9% on HLE and 71.3% on SWE-Bench Verified.

• INT4 QAT compression delivers 2× faster generation.

• Excels in reasoning, coding, and real-world search tasks.

• Live on kimi.com and available via API.

Why it matters:
A step closer to true autonomous agents models that reason, plan, and act beyond prompts.

🧭 Google NotebookLM Adds PDF & Sheets Sync from Drive

Google’s NotebookLM now lets users import PDFs and Google Sheets directly from Drive, syncing updates in real time for AI-generated content like overviews and quizzes.
No more downloading files it’s live, linked, and smarter.

Highlights:

• Syncs PDFs and Sheets instantly from Drive.

• Updates AI summaries and audio notes automatically.

• DocX and image imports coming soon.

• Ideal for students, researchers, and creators.

Why it matters:
NotebookLM is evolving into your true AI study partner always in sync, always learning with you.

🧩 EaseMate AI: 3D Visual Builder

EaseMate AI transforms any flat image into stunning 3D, cartoon, or clay-style visuals in seconds - no design skills required.

How It Works:

• Upload a photo, sketch, or logo

• Choose your style — 3D, cartoon, isometric, or clay

• Add a short prompt (“add neon glow,” “make it Pixar-style”)

• Instantly generate, download, and share

Pro Tip: Batch-process multiple visuals to keep your brand’s look consistent - perfect for e-commerce, creators, and marketers.

🩺 AIHealthTech Insider: Early TB Detection in Kids

AI is helping detect pediatric tuberculosis in low-resource clinics — a huge breakthrough in early diagnosis.
Stanford’s generative models and OpenAI’s $25B global health pledge are pushing medicine’s frontiers faster than ever.

Why it matters:
AI isn’t just automating — it’s saving lives, one diagnosis at a time.

👉 Read the full issue of AIHealthTech Insider for more stories where AI meets medicine.

🚀 Weekend Edition: AI Agents That Build Themselves

This Sunday’s issue explores how AI is turning automation inside out — from Google’s Vibe Coding that turns prompts into apps, to USF’s free AI microcourses training the next wave of builders.

Why it matters:
The tools that build tools are here.
👉 Read AI Entrepreneurs: Sunday Special – Issue #20 to see what’s next.