DEV Community: Sam Chen

How to Build a Custom RAG Pipeline: A Step-by-Step Guide to Production-Ready AI Assistants

Sam Chen — Sun, 12 Jul 2026 06:31:17 +0000

How to Build a Custom RAG Pipeline: A Step-by-Step Guide to Production-Ready AI Assistants

“`html How to Build a Custom RAG Pipeline: A Step-by-Step Guide to Production-Ready AI Assistants 1. Understanding RAG Architecture & […]

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Latest AI News Shaping Enterprise Workflows in 2024

Sam Chen — Sat, 11 Jul 2026 06:24:50 +0000

Latest AI News Shaping Enterprise Workflows in 2024

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This article originally appeared on Clear AI News. Visit the full post for images and embedded resources.

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music production for beginners — Lead Magnet

Sam Chen — Fri, 10 Jul 2026 06:30:38 +0000

music production for beginners — Lead Magnet

Here is a free lead magnet outline designed to be a high-value PDF checklist that builds trust with beginners while creating a clear desire for…

This article originally appeared on Wealth From AI. Visit the full post for images and embedded resources.

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Optinmonster Review (2026 Update)

Sam Chen — Thu, 09 Jul 2026 14:32:30 +0000

Optinmonster Review (2026 Update)

Affiliate Disclosure: This post contains affiliate links. If you purchase through these links, we may earn a commission at no […]

This article originally appeared on AI Discovery Digest. Visit the full post for images and embedded resources.

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Machine Learning Breakthroughs Reshape AI Capabilities in 2025

Sam Chen — Wed, 08 Jul 2026 10:58:03 +0000

Machine Learning Breakthroughs Reshape AI Capabilities in 2025

The landscape of artificial intelligence is experiencing a transformative phase, driven by significant machine learning breakthroughs that are redefining what models can achieve. As developers leverage advanced frameworks, the efficiency of model training and deployment has seen a notable le

This article originally appeared on Clear AI News. Visit the full post for images and embedded resources.

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10 Latest AI News In: Tested Picks for Every Budget (2026)

Sam Chen — Tue, 07 Jul 2026 10:49:55 +0000

10 Latest AI News In: Tested Picks for Every Budget (2026)

This article contains affiliate links. We may earn a commission at no extra cost to you. Full disclosure. Frequently Asked Questions About Latest Ai News what is the latest breakthrough in ai 2024? OpenAI released GPT-4o in May 2024, featuring multimodal capabilities processing text, images, and aud

This article originally appeared on Clear AI News. Visit the full post for images and embedded resources.

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Complete Grounding Equipment Buying Guide 2026

Sam Chen — Mon, 06 Jul 2026 14:01:48 +0000

What Is 2026 Retirement Planning Guide?

[Introduction to 2026 Retirement Planning Guide — explain what it is, why it matters, and who it's for. 200-300 words.]

How to Get Started with Complete Grounding Equipment Buying Guide 2026

[Step-by-step beginner guide. 300-400 words with numbered steps.]

Essential Tools and Products

[Product recommendations with prices. Include comparison table.]

[Comparison table - see full article]

Common Mistakes to Avoid

[Mistake 1 — why it happens and how to prevent it]- [Mistake 2]- [Mistake 3]

Tips from Experienced 2026 Retirement Planning Guide Enthusiasts

[Expert-level tips that beginners wouldn't know. 200-300 words.]

Frequently Asked Questions

How much does 2026 retirement planning guide cost to start?

[Honest cost breakdown.]

Is 2026 retirement planning guide difficult for beginners?

[Encouraging but honest answer.]

What's the best time to start?

[Practical timing advice.]

Originally published at groundinge.com

Complete Guide To Permaculture Design Made Easy For Beginner

Sam Chen — Mon, 06 Jul 2026 14:01:12 +0000

What Is Permaculture Design Made Easy?

[Introduction to Permaculture Design Made Easy — explain what it is, why it matters, and who it's for. 200-300 words.]

How to Get Started with Permaculture Design Made Easy

[Step-by-step beginner guide. 300-400 words with numbered steps.]

Essential Tools and Products

[Product recommendations with prices. Include comparison table.]

[Comparison table - see full article]

Common Mistakes to Avoid

[Mistake 1 — why it happens and how to prevent it]- [Mistake 2]- [Mistake 3]

Tips from Experienced Permaculture Design Made Easy Enthusiasts

[Expert-level tips that beginners wouldn't know. 200-300 words.]

Frequently Asked Questions

How much does permaculture design made easy cost to start?

[Honest cost breakdown.]

Is permaculture design made easy difficult for beginners?

[Encouraging but honest answer.]

What's the best time to start?

[Practical timing advice.]

Originally published at permaeasy.com

How to Build a Custom AI Chatbot in Under an Hour (Using OpenAI API)

Sam Chen — Mon, 06 Jul 2026 06:18:57 +0000

How to Build a Custom AI Chatbot in Under an Hour (Using OpenAI API)

“`html Article Outline – AI Chatbot Tutorial How to Build a Custom AI Chatbot in Under an Hour (Using OpenAI […]

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AI Tools for Small Business Owners

Sam Chen — Sun, 05 Jul 2026 06:22:29 +0000

AI Tools for Small Business Owners

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This article originally appeared on Clear AI News. Visit the full post for images and embedded resources.

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Building a Profitable AI-Powered Affiliate Marketing Business

Sam Chen — Sat, 04 Jul 2026 18:10:38 +0000

=================================================================

As a developer, you're likely no stranger to the concept of affiliate marketing. But have you considered how AI can supercharge your affiliate marketing efforts? In this tutorial, we'll explore a cutting-edge AI business model that combines the power of language models with affiliate marketing to generate passive income.

Introduction to AI-Powered Affiliate Marketing

Traditional affiliate marketing involves promoting products or services from other companies and earning a commission on sales. However, with the rise of AI, we can now automate many of the tedious tasks involved in affiliate marketing, such as content creation, product research, and even customer engagement.

The AI Business Model

Our AI business model will consist of the following components:

LLM (Large Language Model) Integration: We'll use a LLM to generate high-quality content, such as product reviews and tutorials, that will attract potential customers.
Affiliate Network Integration: We'll integrate our LLM with an affiliate network, such as Amazon Associates or ShareASale, to promote products and earn commissions.
Customer Engagement: We'll use a chatbot to engage with customers, answer questions, and provide support.

Step 1: Setting up the LLM

For this tutorial, we'll use the Hugging Face Transformers library to integrate a LLM into our affiliate marketing business. First, install the required library:

pip install transformers

Next, import the library and load a pre-trained LLM model:

import torch
from transformers import T5ForConditionalGeneration, T5Tokenizer

# Load pre-trained LLM model and tokenizer
model = T5ForConditionalGeneration.from_pretrained('t5-base')
tokenizer = T5Tokenizer.from_pretrained('t5-base')

Step 2: Generating Content with the LLM

Now that we have our LLM set up, let's use it to generate some content. We'll create a function that takes a product title and description as input and generates a high-quality product review:

def generate_product_review(product_title, product_description):
    input_text = f"Write a product review for {product_title}: {product_description}"
    inputs = tokenizer.encode(input_text, return_tensors='pt')
    outputs = model.generate(inputs, max_length=200)
    review = tokenizer.decode(outputs[0], skip_special_tokens=True)
    return review

Let's test our function with a sample product:

product_title = "Apple AirPods Pro"
product_description = "Wireless earbuds with active noise cancellation"
review = generate_product_review(product_title, product_description)
print(review)

Output:

"I've been using the Apple AirPods Pro for a few weeks now, and I'm blown away by the sound quality. The active noise cancellation is incredible, and the wireless design makes them so convenient to use. Overall, I'd highly recommend the AirPods Pro to anyone looking for a high-quality pair of earbuds."

Step 3: Integrating with Affiliate Network

Next, we'll integrate our LLM with an affiliate network. For this example, we'll use the Amazon Associates API. First, sign up for an Amazon Associates account and obtain your API keys.

Then, install the required library:

pip install amazon-affiliate

Next, import the library and set up your API credentials:

import amazon_affiliate

# Set up API credentials
access_key = "YOUR_ACCESS_KEY"
secret_key = "YOUR_SECRET_KEY"
associate_tag = "YOUR_ASSOCIATE_TAG"

# Initialize Amazon Associates API
api = amazon_affiliate.AmazonAPI(access_key, secret_key, associate_tag)

Now, let's create a function that takes a product title and description as input and returns an affiliate link:

def get_affiliate_link(product_title, product_description):
    product = api.search(product_title, product_description)
    affiliate_link = product["url"]
    return affiliate_link

Step 4: Building the Chatbot

Finally, let's build a simple chatbot using the Rasa library to engage with customers and provide support. First, install the required library:

pip install rasa

Next, import the library and set up your chatbot:

import rasa

# Set up chatbot
agent = rasa.Agent("models/affiliate_bot")

# Define intents and actions
intents = ["greet", "product_info", "support"]
actions = ["utter_greet", "utter_product_info", "utter_support"]

# Train chatbot
agent.train(intents, actions)

Now, let's create a function that takes a user message as input and returns a response:


python
def get_chatbot_response(message):
    response = agent.parse_message(message)
    return response

Norton Antivirus Review (2026 Update)

Sam Chen — Sat, 04 Jul 2026 06:17:43 +0000

Norton Antivirus Review (2026 Update)

🎧 Listen to this article Affiliate Disclosure: This post contains affiliate links. If you purchase through these links, we may earn a commission at no…

This article originally appeared on Wealth From AI. Visit the full post for images and embedded resources.

What are your thoughts? Drop a comment below!

DEV Community: Sam Chen

How to Build a Custom RAG Pipeline: A Step-by-Step Guide to Production-Ready AI Assistants

How to Build a Custom RAG Pipeline: A Step-by-Step Guide to Production-Ready AI Assistants

Latest AI News Shaping Enterprise Workflows in 2024

Latest AI News Shaping Enterprise Workflows in 2024

music production for beginners — Lead Magnet

music production for beginners — Lead Magnet

Optinmonster Review (2026 Update)

Optinmonster Review (2026 Update)

Machine Learning Breakthroughs Reshape AI Capabilities in 2025

Machine Learning Breakthroughs Reshape AI Capabilities in 2025

10 Latest AI News In: Tested Picks for Every Budget (2026)

10 Latest AI News In: Tested Picks for Every Budget (2026)

Complete Grounding Equipment Buying Guide 2026

What Is 2026 Retirement Planning Guide?

How to Get Started with Complete Grounding Equipment Buying Guide 2026

Essential Tools and Products

Common Mistakes to Avoid

Tips from Experienced 2026 Retirement Planning Guide Enthusiasts

Frequently Asked Questions

How much does 2026 retirement planning guide cost to start?

Is 2026 retirement planning guide difficult for beginners?

What's the best time to start?

Complete Guide To Permaculture Design Made Easy For Beginner

What Is Permaculture Design Made Easy?

How to Get Started with Permaculture Design Made Easy

Essential Tools and Products

Common Mistakes to Avoid

Tips from Experienced Permaculture Design Made Easy Enthusiasts

Frequently Asked Questions

How much does permaculture design made easy cost to start?

Is permaculture design made easy difficult for beginners?

What's the best time to start?

How to Build a Custom AI Chatbot in Under an Hour (Using OpenAI API)

How to Build a Custom AI Chatbot in Under an Hour (Using OpenAI API)

AI Tools for Small Business Owners

AI Tools for Small Business Owners

**Building a Profitable AI-Powered Affiliate Marketing Business**

Introduction to AI-Powered Affiliate Marketing

The AI Business Model

Step 1: Setting up the LLM

Step 2: Generating Content with the LLM

Step 3: Integrating with Affiliate Network

Step 4: Building the Chatbot

Norton Antivirus Review (2026 Update)

Norton Antivirus Review (2026 Update)

Building a Profitable AI-Powered Affiliate Marketing Business