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- Agentic Context Engineering or Fine-Tuning đź§
Agentic Context Engineering or Fine-Tuning đź§
🦾Plus: ‍🔥 OpenAI to make its own AI chips with Broadcom

Hey folks! Let’s get into Big Data and AI craziness…
In today's edition: What's Shaping the Future of Data?
🤖AI Agents: The Future of Intelligent Automation
đź”§ Vibe Builds n8n Workflows with AI Workflow Builder
👨‍💻GitHub Copilot’s new embedding model
💬Karpathy’s Nanochat - The Best ChatGPT $100 Can Buy
đź’° Google announces $15B AI data hub in Vizag
📷️ Microsoft rolls out new AI image model to take on Google, OpenAI
đź’ˇ AI Tutorial:How to get Google AI Pro for free if you're a student
🤖 AI Tools and Data Tools to checkout

Stanford researchers just dropped Agentic Context Engineering (ACE) to fix both problems. Instead of compressing or constantly rewriting context, ACE grows it like a living playbook that generates, reflects on, and updates itself rather than retraining. And the results are surprising - the kind of jump people usually expect from fine-tuning on task-specific data!
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Artificial Intelligence (AI) is one of the most transformative technologies of the 21st century. Within the broad field of AI, one particularly impactful concept is that of the AI agent. As businesses, governments, and individuals increasingly adopt AI-powered systems, understanding what AI agents are, how they function, and what their implications are has become essential.

n8n just launched AI Workflow Builder in beta, which converts simple prompts into functional automations complete with nodes, logic, and connections. You can iterate through conversations to build and adjust workflows step by step, which is particularly useful for exploring unfamiliar nodes or validating approaches quickly.

GitHub just shipped a new embedding model for Copilot that makes code search in VS Code 37.6% more accurate at retrieving the right snippets, with 2x faster throughput and an 8x smaller memory footprint. The secret here is training on "hard negatives" -code examples that look correct but aren't, which teaches the model to distinguish between "almost right" and "actually right." The update is already live in VS Code for all Copilot users.

Andrej Karpathy just dropped Nanochat, a complete implementation of a ChatGPT-like system that goes from raw data to a working web interface in a single codebase. For just $100 and 4 hours on an 8XH100 node, you can train your own conversational AI that writes stories, answers questions, and interacts through a clean web UI.
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👨‍💻 Data Tools, Libraries
docker-pgautoupgrade
A PostgreSQL Docker container that automatically upgrades your database.
Lets-Plot
An open-source plotting library for statistical data.
pg_embedding
Hierarchical Navigable Small World (HNSW) algorithm for vector similarity search in PostgreSQL.
dt
duct tape for your unix pipes.
AI News:

OpenAI just announced a new, multi-year strategic collaboration with Broadcom to develop and deploy 10GW of custom AI accelerators, aimed at powering the next phase of advanced intelligence. OpenAI will design the chips, using its learnings from developing frontier models, while Broadcom will handle manufacturing and deployment.
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Microsoft introduced MAI-Image-1, its first text-to-image model developed entirely in-house, to power creative workflows across its products — signaling another step in its push to go beyond offerings from OpenAI. MAI-Image-1 optimizes to produce photorealistic images while ensuring quick generations at the same time.

will invest $15 billion to build data center capacity for a new artificial intelligence hub in southern India, Google Cloud CEO Thomas Kurian announced at an event Tuesday. The investment will roll out over the next five years, and will be Google’s largest AI hub in the world outside of the U.S, Kurian added.

Facebook is reviving its jobs board for US users on Android and iOS. The job listings will cater to young adults trying to find entry-level job opportunities. They will be public and visible to users 18 years and older. Users will be able to directly reach out to employees through Messenger to ask questions or schedule interviews.
👷‍♂️ Salesforce commits to San Francisco

Salesforce announced it will invest $15B in its home city over the next five years, strengthening its local presence and signaling confidence in San Francisco’s post-pandemic recovery. The commitment includes expanding office space, funding housing and public infrastructure projects, and increasing philanthropic grants through the Salesforce Foundation.
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AI Tutorial
How to get Google AI Pro for free if you're a student

If you are a student, you can get Google AI Pro free for one year. The offer includes unlimited chats, image uploads, quiz generation, and enhanced access to our 2.5 Pro model, Deep Research, and Audio Overviews, plus 2 TB of storage.
Note: The offer ends December 9, 2025, and is available in the U.S. and many other countries for users 18 years or older. Check here to see if you’re eligible.
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If you’re having any issues, you can contact official Google Support for assistance.
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A.I. Generated Image of the Day
đź‘€ City as time machine

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