Link Juices (2025)

05/09/2025

Practical Evaluation Methods for Enterprise-Ready LLMs
Here’s my take on a fantastic post from the n8n team that cuts through the noise around enterprise LLMs.

Everyone’s talking about implementing AI, but very few are discussing how you actually know if your AI workflow is accurate, safe, and reliable before you put it in front of customers or integrate it into a critical business process.

This isn't just about having the latest model. It's about having a rigorous framework for evaluation. The post breaks down practical methods for measuring what matters most: from accuracy and hallucination rates to safety and consistency.

What really stands out is how n8n is baking these evaluation tools directly into their platform. Instead of evaluation being a separate, complex chore, it becomes a natural part of building and testing your AI workflows. This is a huge step forward for making AI truly operational and trustworthy.

If you're serious about deploying AI that you can actually depend on, this is a must-read.

Check out the full post here: [Link to n8n's post]

Discover practical evaluation methods for enterprise-ready LLMs. Learn how to measure accuracy, safety, and reliability—and see how n8n’s built-in evaluation tools make it easy to test and improve AI workflows.

04/09/2025

Practical Evaluation Methods for Enterprise-Ready LLMs

Follow Link Juices to keep up to date with all the AI and automations news at linkjuices.com

Discover practical evaluation methods for enterprise-ready LLMs. Learn how to measure accuracy, safety, and reliability—and see how n8n’s built-in evaluation tools make it easy to test and improve AI workflows.

04/09/2025

Agentic RAG: A Guide to Building Autonomous AI Systems
Standard RAG gets the job done, but it's like using a basic GPS that only knows one route. The real upgrade is here: Agentic RAG.

Think of it as moving from a static tool to a team of smart AI agents working in a dynamic workflow. Instead of just retrieving data, these agents can reason, choose the right tool for the query—be it a database, a web search, or an API—and, crucially, they can verify their own answers for accuracy.

This shift from a simple lookup to an intelligent, multi-step reasoning process is a game-changer for building reliable AI applications.

This fantastic guide from the n8n blog breaks down exactly what Agentic RAG is and provides clear, practical examples to understand it. It's a must-read for anyone serious about the next generation of AI assistants.

Check out the full post here: [Link to n8n blog post]

Standard RAG is accurate but inflexible. Agentic RAG is the upgrade, using smart AI agents in dynamic workflows. These agents choose the right tool for any query, like a database or web search, and verify their own answers. This guide explains what Agentic RAG is and shows you practical examples.

03/09/2025

Agentic RAG: A Guide to Building Autonomous AI Systems

Follow Link Juices to keep up to date with all the AI and automations news at linkjuices.com

Standard RAG is accurate but inflexible. Agentic RAG is the upgrade, using smart AI agents in dynamic workflows. These agents choose the right tool for any query, like a database or web search, and verify their own answers. This guide explains what Agentic RAG is and shows you practical examples.

01/09/2025

3 ChatGPT Prompts That Feel Like Cheat Codes for Millionaires

Feeling overwhelmed by the idea of building a $1M business? You're not alone. The path often feels cluttered with self-doubt, information overload, and the fear of choosing the wrong direction.

I love the way Sabrina Ramonov cuts through that noise in her latest post. She knows her stuff when it comes to leveraging AI for business growth, and she’s crafted a brilliantly simple solution.

Sabrina is great at identifying the core mental blocks that hold people back and provides a clear, actionable framework to break the cycle. In this post, she takes a look at using a powerful ChatGPT prompt-stacking technique to help you define a single, focused path forward.

She outlines three precise prompts that force ChatGPT to give you one offer, one channel, and a 90-day action plan—all tailored to your unique strengths. It’s like having a strategic business partner on demand, helping you move from paralysis to a plan in under 15 minutes.

Sabrina is super respected in the AI space for a reason. Her method isn’t about more noise; it’s about finding your signal. If you’re ready to stop second-guessing and start executing, you need to see this.

Click the link below to read the full article and get the exact prompts you need to start building.

How to use ChatGPT as your research, brainstorm, and sparring business partner.

27/08/2025

Best vibe coding tools
Over the years, you have probably encountered a variety of coding tools designed to enhance your productivity and creativity. In […]
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Over the years, you have probably encountered a variety of coding tools designed to enhance your productivity and creativity. In this guide, you'll discover

26/08/2025

Best vibe coding set up
You deserve a coding environment that inspires creativity and productivity. The best vibe coding set up can transform your workspace […]
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You deserve a coding environment that inspires creativity and productivity. The best vibe coding set up can transform your workspace into a haven for

25/08/2025

How I Use AI to Grow 1M+ Followers in 1 Year

I love the way Sabrina has broken down the smart use of AI for content creators. She knows her stuff when it comes to cutting through the noise and using automation without losing the human touch.

In this post, Sabrina takes a look at the entire content creation process and shows exactly where AI can help—without replacing your creativity. She’s super respected in the AI space for a reason: she keeps it real and doesn’t overhype what AI can actually do.

Sabrina is great at identifying the real pain points creators face—like idea generation, drafting, editing, and repurposing—and then sharing practical ways to use AI at each step. She even shares how she uses Claude Artifacts and built her own tool, Blotato, to scale content without burning out.

If you’re serious about growing your audience and working smarter with AI, you need to read this post.

Click the link to read the full article.

Contrary to hype narratives, I do NOT use AI to automate ALL content creation

25/08/2025

best free vibe coding tool – lovable, bolt and windsurf
Most coding enthusiasts today seek efficient and user-friendly tools to enhance their projects, and that’s where lovable, bolt, and windsurf […]
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Most coding enthusiasts today seek efficient and user-friendly tools to enhance their projects, and that's where lovable, bolt, and windsurf come in.

23/08/2025

Evaluating RAG, aka Optimizing the Optimization
RAG systems are incredibly powerful, but I see a lot of teams treating them like magic black boxes. The truth is, they aren't foolproof. Without the right guardrails, they can confidently invent answers, misrepresent data, or completely miss the mark.

This is a critical challenge for anyone implementing AI in their workflows. That's why I was so impressed by this deep dive from the n8n team. It doesn't just highlight the problem; it provides a practical framework for solving it.

The article expertly breaks down:
→ The most common types of RAG "hallucinations" and why they happen.
→ Key evaluation metrics you need to track beyond simple accuracy.
→ actionable strategies to drastically improve your system's accuracy and reliability.

What I really appreciate is how they connect these concepts back to real-world implementation within the n8n platform, making it useful for both technical builders and decision-makers.

If you're working with RAG—or planning to—this is a must-read. It will save you from countless headaches and help you build AI agents that are truly reliable and trustworthy.

Check out the full post here: [Insert Link to n8n Article]

RAG isn’t foolproof. Explore common hallucinations, evaluation metrics, and how to improve RAG accuracy in n8n.

22/08/2025

Evaluating RAG, aka Optimizing the Optimization

Follow Link Juices to keep up to date with all the AI and automations news at linkjuices.com

RAG isn’t foolproof. Explore common hallucinations, evaluation metrics, and how to improve RAG accuracy in n8n.

22/08/2025

12 Best Autonomous AI Agents – 2025’s Top Picks
Tired of getting bogged down by repetitive, complex tasks? I just came across a fantastic post that breaks down 12 incredible AI agents that can handle entire workflows completely autonomously.

This is the kind of efficiency shift that lets you step back and focus on the strategic, creative work that actually moves the needle. The best part? The post includes practical n8n tutorials, showing you exactly how to build and customize these agents for your specific needs. It’s a game-changer for anyone looking to seriously level up their automation.

This is a must-read for anyone in automation, ops, or just looking to be more productive.

Check out the full post here: [Link to Article]

Tired of doing repetitive tasks? These 12 AI agents handle complex workflows independently while you focus on the fun stuff. Plus n8n tutorials for ultimate customization!

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Link Juices

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