With the rise of AI Agents, Human In The Loop workflows will be used more and more in the future.

Explore HITL workflows here:

www.workflows.guru/workflow-typ...

OAuth 2.0 Flows Explained: Authorization Code and Device Code - Workflows.guru Understand OAuth 2.0 flows including Authorization Code, Authorization Code with PKCE & Device Code. Learn how each flow works, and when to use it.

Need to integrate OAuth 2.0 into your app?

Check out this blog post

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www.workflows.guru/resources/oa...

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4. Orchestrator-workers:

In the orchestrator-workers workflow, a central LLM dynamically breaks down tasks, delegates them to worker LLMs, and synthesizes their results.

3. Parallelization:

The Parallelization Pattern divides large tasks into smaller, independent units that can be processed simultaneously.

2. Evaluator-optimizer:

In the evaluator-optimizer workflow, one LLM call generates a response while another provides evaluation and feedback in a loop.

Common Agentic Workflow Patterns - Workflows.guru Explore common workflow patterns for building efficient agentic systems, without relying on complex frameworks. Stick around to learn all about AI agentic workflows.

4 key Agentic workflows Patterns

1. Prompt chaining:

Prompt chaining decomposes a task into a sequence of steps, where each LLM call processes the output of the previous one.

www.workflows.guru/resources/ag...

What is Arazzo Workflow Specification ? - Workflows.guru Discover Arazzo, a specification for API workflows developed by the OpenAPI Initiative. This comprehensive tutorial dives deep into the structure, validation, and execution of Arazzo documents.

Discover Arazzo, a specification for API workflows developed by the OpenAPI Initiative. This comprehensive tutorial dives deep into the structure and validation of Arazzo documents

www.workflows.guru/resources/wh...

GitHub - mendableai/firecrawl-mcp-server: Official Firecrawl MCP Server - Adds powerful web scraping to Cursor, Claude and any other LLM clients. Official Firecrawl MCP Server - Adds powerful web scraping to Cursor, Claude and any other LLM clients. - mendableai/firecrawl-mcp-server

📦 mendableai / firecrawl-mcp-server
⭐ 601 (+37)
🗒 JavaScript

Official Firecrawl MCP Server - Adds powerful web scraping to Cursor, Claude and any other LLM clients.

The Rise of AI Agents: How Arazzo Is Defining the Future of API Workflows AI agents are revolutionizing software interactions — structured API workflows ensure they operate efficiently.

Are your #APIs and API-based capabilities ready for #AIAgents? Can #Arazzo bring control, discoverability, and improve the outcomes for the new wave of API consumers?

I penned my opinions for the @thenewstack.io

thenewstack.io/the-rise-of-...

GitHub - infiniflow/ragflow: RAGFlow is an open-source RAG (Retrieval-Augmented Generation) engine based on deep document understanding. RAGFlow is an open-source RAG (Retrieval-Augmented Generation) engine based on deep document understanding. - infiniflow/ragflow

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📦 infiniflow / ragflow
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🗒 TypeScript

RAGFlow is an open-source RAG (Retrieval-Augmented Generation) engine based on deep document understanding.

Hexagonal architecture has gained popularity in recent years.

This article talk about how to implement it using Python, and how to validate it using fitness functions.

www.workflows.guru/resources/he...

Learn how to automate complex workflows with Argo Workflows - Workflows.guru Learn how to automate complex workflows with Argo Workflows, a Kubernetes-native workflow engine.

Argo Workflows is an open source container-native workflow engine for orchestrating parallel jobs on Kubernetes.

To learn how to create workflows using Argo Workflows visit

www.workflows.guru/orchestrator...

What are Sequential Workflows ? - Workflows.guru Sequential workflows or processes are a series of steps performed in a sequence until they are completed.

What are Sequential Workflows, and How They Transform Business Processes?

www.workflows.guru/resources/se...

How to create workflows using Prefect - Workflows.guru Create workflows using Prefect. Stick around to learn all about Prefect Workflows.

Build workflows using Python and Prefect.

www.workflows.guru/orchestrator...

Learn how to automate complex workflows with Argo Workflows - Workflows.guru Learn how to automate complex workflows with Argo Workflows, a Kubernetes-native workflow engine.

Argo Workflows is an open source container-native workflow engine for orchestrating parallel jobs on Kubernetes.

To learn how to create workflows using Argo Workflows visit

www.workflows.guru/orchestrator...

Celery is a task queue implementation for Python web applications used to asynchronously execute work outside the HTTP request-response cycle.

Elevate your workflow development skills with this comprehensive course on advanced Celery techniques

www.workflows.guru/orchestrator...

What are Sequential Workflows ? - Workflows.guru Sequential workflows or processes are a series of steps performed in a sequence until they are completed.

What are Sequential Workflows, and How They Transform Business Processes?

www.workflows.guru/resources/se...

Hard truth:

You’ll never feel 100% ready.

→ Start before you’re ready.
→ Move before you’re confident.
→ Build before it’s perfect.

Action creates clarity.

Community Focus:

Feed Generator: Can highlight posts from specific communities or hashtags.

Searching "Python": Shows all posts with the term, regardless of community or context.

Decentralization:

Feed Generator: Anyone can create a feed generator, offering diverse perspectives.

Searching "Python": Relies on Bluesky’s centralized search functionality.

Customization:

Feed Generator: Can be tailored to your preferences (e.g., tutorials, news, memes about Python).

Searching "Python": Limited to the platform’s search algorithm.

Passive vs Active:

Feed Generator: Passive – you get a continuous stream of Python content.

Searching "Python": Active – you need to initiate the search.

Relevance:

Feed Generator: Can filter out irrelevant content (e.g., snakes, Monty Python).

Searching "Python": Shows all posts containing the term "Python," including unrelated topics.

Content Delivery:

Feed Generator: Automatically curates and delivers Python-related posts to your feed.

Searching "Python": Requires you to manually search for "Python" every time.

What is the advantage of using a feed generator that filters for a specific topic, like "Python," and how does it differ from simply searching for the term "Python" on Bluesky?

🤯 Just had my mind blown by DeepSeek – this isn't your average AI. It's like having a creative genius, problem solver 🚀 If you haven't tried it yet, you're missing out. #AI #GameChanger #DeepSeek #DeepSeek_AI

I like the idea, but a lot of SaaS creators don't write meaningful commit messages. what to do in this case !

I like APIs and Automation

GitHub - huggingface/smol-course: A course on aligning smol models. A course on aligning smol models. Contribute to huggingface/smol-course development by creating an account on GitHub.

Want to fine tune local LLMs ?

This practical training by Hugging Face teaches you how to customise AI models for specific applications using minimal computational resources. Designed to be beginner-friendly, and requires only standard personal computer hardware.

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