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- 🧠 Prompt Engineering for Time Series Analysis
🧠 Prompt Engineering for Time Series Analysis
🦾Plus: 🔁 Google is overtaking OpenAI says Godfather of AI
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Hey folks! Let’s get into Big Data and AI craziness…
In today's edition: What's Shaping the Future of Data?
📦5 Reasons You Should Consider Implementing DataOps
💻Training a Coding Agent with veRL
🔍Background Coding Agents: Context Engineering
🐍Building a Simple Data Quality DSL in Python
🏆 Poetiq tops ARC-AGI-2 with Gemini variant
📰 Meta strikes multiple AI deals with news publishers.
💡 AI Tutorial:How to identify AI-generated images with Gemini
🤖 AI Tools and Data Tools to checkout
This article outlines seven prompt engineering strategies that can be used to leverage time series analysis tasks with LLMs. Unless said otherwise, the descriptions of these strategies are accompanied by illustrative examples revolving around a retail sales data scenario, concretely, considering a time series dataset consisting of daily sales over time for its analysis.
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In this article, I’ll explain what exactly is DataOps, the differences between DevOps and DataOps and the top reasons to implement a DataOps model now. Read on to find out more.
Reinforcement learning (RL) is becoming a crucial ingredient for aligning and extending large language Training a Coding Agent with veRLmodels (LLMs) beyond what is possible with supervised fine-tuning alone. The veRL framework from ByteDance Seed provides a flexible and high-throughput framework for training LLMs with reinforcement learning
In this post, we explore the craft of context engineering for coding agents. What makes for a good migration prompt? Which tools should the agent have access to? We’ve found that careful context engineering is essential for producing reliable, mergeable pull requests across real-world codebases.
Data validation code in Python is often a pain to maintain. Business rules get buried in nested if statements, validation logic mixes with error handling, and adding new checks often means sifting through procedural functions to find the right place to insert code.
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👨💻 Data Tools, Libraries
Capsule is a comprehensive reproducibility framework specifically designed for bioinformatics and computational biology workflows.
TanStack AI (Website)
TanStack AI is a type-safe, framework-agnostic AI SDK with a unified interface across multiple providers. It enables engineers to build adaptive, intelligent apps with streaming, tool calling, agents, and multi-provider support.
AI News:
Geoffrey Hinton says Google is now pulling ahead in the AI race. He points to strong reactions to Gemini 3 and Nano Banana Pro, along with Google’s push to build its own AI chips. Hinton notes that Google once led the field, inventing transformers and developing early chatbots, but held back after Microsoft’s Tay incident.
One major reason AI adoption stalls? Training.
AI implementation often goes sideways due to unclear goals and a lack of a clear framework. This AI Training Checklist from You.com pinpoints common pitfalls and guides you to build a capable, confident team that can make the most out of your AI investment.
What you'll get:
Key steps for building a successful AI training program
Guidance on overcoming employee resistance and fostering adoption
A structured worksheet to monitor progress and share across your organization
Six-person AI startup Poetiq just officially claimed the top spot on the ARC-AGI-2 reasoning benchmark, beating out Google’s Gemini 3 Deep Think at half the cost by orchestrating existing models over building its own. Poetiq's meta-system adapts to new models within hours, achieving the top-ranked results shortly after Gemini 3 launched without any retraining.
Communication training startup Yoodli has tripled its valuation to over $300M after closing a $40M Series B led by WestBridge Capital, with participation from Neotribe and Madrona. Yoodli’s platform uses AI to simulate real-world speaking scenarios like sales calls, interviews, and coaching sessions, helping users practice and refine communication skills.
While OpenAI continues to insist that there are currently no ads — or tests for advertising — live in ChatGPT, the company’s chief research officer Mark Chen also acknowledged that the company “fell short” with recent promotional messages and is working to improve the experience.
Meta opens new tab has struck several commercial AI data agreements with news publishers including USA Today, People Inc, CNN, Fox News, The Daily Caller, Washington Examiner and Le Monde, the company said on Friday. The tie-ups will allow the Facebook-parent to provide "real-time" news and updates through its artificial intelligence chatbot by linking to articles and websites from the publishers.
AI Tutorial
How to identify AI-generated images with Gemini
Go to Gemini and sign up.
Upload a picture and enter your prompt to check if it’s generated by AI.
Sample Prompt: “Is this image made with AI?”
It will check for the SynthID watermark to help verify if it was generated or edited by Google AI tools.
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🔥Top AI tools to increase productivity:
Alice - A native app that offers fast and reliable experience with models (OpenAI, Perplexity, Claude and more)
Linktopia - Community link-building for bloggers, entrepreneurs and startup brands to grow
VerifactAI is an AI fact-checking tool that allows you to fact-check your articles within a minute.
Undress AI Tool is a website that offers a deepnude application, allowing users to create modified images
Screenloop is the ultimate Talent Operations Platform, seamlessly integrating a next-gen ATS
Postlyy - All in one platform to create, schedule, and analyze content on X and LinkedIn
Auto Streamer, your digital alchemist turning ideas into engaging learning experiences
BeeDone is an innovative productivity app that marries AI technology with the art of gamification
View our database of all the best AI tools for your needs: aitoolsup.com
Have cool resources to share? Submit AI tool
A.I. Generated Image of the Day
👀 data centers would look like in future
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