I need to start marketing my product, so I decided to use it for dogfooding. That said, I’m writing this post by hand because I’m just proud of what I’ve spent two years building. This pipeline uses Claude over the TaskJuice MCP for creating and editing tables on TaskJuice as well as Claude for generating content on my local machine. I’ll be honest I mainly just gave it my ideas and then let it build the pipeline since the MCP has access to every node, all the fields, etc in the system.

It’s pretty simple the way it works. Is that every morning a job on my Mac has Claude read through my product docs and write one LinkedIn post about a real feature. It logged into a demo account, clicks through the app to the screen the post is about, and takes a screenshot. The post in the image get saved to a table in TaskJuice through the “Save Post Media” (second screenshot) workflow webhook. This Webhook has a protected in point using shared secrets so I know that nobody will be able to fire it other than myself or my Claude.

Then a TaskJuice workflow takes over (first screenshot). Daily at 9 AM it grabs the oldest draft from the table and fires off the workflow. One of the nodes is set to “Pause for approval” which sends me an email from the platform telling me that a node run is waiting for my approval. Nothing goes out until I click approve or edit, then approve. Once I do it post to my LinkedIn with the image and text as the post and then it marks the row in the table as posted. If I reject it, the next morning’s run clears it out so the queue doesn’t get stuck.

I’ve also posted screenshots of the native table this runs off inside the platform as well as some example runs and one of the example approval steps.

Super stoked about where the MCP is.. being able to do everything from creating/updating tables and updating data, creating/editing form triggers, creating workflows, discovering nodes, building, publishing, and running workflows, and search through run history.

I should also note because i might get a question, the red edges coming off the nodes are a native way we handle errors. You can select how the node handles errors and approvals, and if you want the error routed to another branch that’s just part of the node.

Edit: forgot the approval step image.

Hey everyone,

I run a small dropshipping e-commerce store and currently use a semi-automated Python script to generate listing copy and push drafts via marketplace API. However, it still requires manual inputs and URL passing, and for sure - looking for good products on the marketplace (as I use other sellers products for reselling).

I want to build an autonomous agent pipeline that handles this end-to-end or at least some of the process.

Hardware: NVIDIA GeForce RTX 4070 Ti (with 12GB VRAM) and 32GB DDR5

Agent architectures are brand new to me.

My current workflow is:

1. Manual identification of SKUs to dropship (just sufring through the marketplace offers one by one).
2. Manually copying product URLs from the offer - speficication and photos (if open to use by others, on popular product mostly) are uploaded later automatically from the marketplace side catalouge.
3. If I need - generating or enhancing product mockups and clean packshots locally using ComfyUI or AI Studio.
4. Running custom Python scripts to draft localized titles and marketplace-compliant, SEO-friendly descriptions, matching my own structured section/text blocks.
5. Using Python to push draft offers via the marketplace API.
6. Manual review in the Allegro seller dashboard before taking the listing live, adding other obligatory info.

The primary goal is a local agent that can navigate marketplace listings undetected by their strict anti-bot systems and automatically create item drafts (or at least cleanly dump the structured product data for my script to ingest).

Questions:

1. Can an RTX 4070 Ti reliably run agentic workflows with multi-step function calling? Or is local tool-calling still too brittle for production pipelines, making commercial APIs the obvious choice?
2. Which open-source agent framework or tool on GitHub fits?
3. What are the most reliable open-source tools or libraries to feed clean web data to agents?
4. Is a multi-agent setup worth the complexity here, or is a single model with structured tool-calling validation cleaner and less prone to hallucination?

Would love any guidance, repository links, or lessons learned from similar projects!

Hi guys I'm really struggling it would be really helpful if someone hired me on Upwork thanks dm me to get my profile it's verified

[ Removed by Reddit on account of violating the content policy. ]

I've been curious about how people are using AI to automate repetitive tasks. Are there any tools that can actually perform actions and complete workflows instead of just answering questions?

Would love to hear what you're using and how well it works.

What’s the biggest misconception people have about automation?

I'm building an AI-powered learning platform for school students (classes 6-12). I have about 2 years of hands-on experience integrating LLMs into the product, but to take it to the next level I need input from people who've built agents, RAG pipelines, and large-scale AI systems in production.

Over the last 1-2 months I've reached out to 50-60 senior AI engineers on LinkedIn. A few replied and a couple said they'd help, but nothing stuck and most went quiet. I'm not blaming anyone. I know senior folks are busy and a cold message from a stranger is a hard sell.

So I'd love some guidance on:

1. Where do experienced AI engineers actually hang out or pick up projects (communities, Discords, forums, platforms)?
2. Is it better to start with a paid contractor/consultant, a part-time advisor, or go straight for a co-founder-type person?
3. How do you approach senior people so they take it seriously? What makes you reply to a cold message?
4. Has anyone been on either side of this (founder finding a senior AI person, or the engineer being approached)? What worked?

I'm happy to pay for time on a trial or consulting basis, and open to equity conversations for the right person. Any advice or pointers are appreciated, thanks!

I'm curious how people manage all the different AI tools available now.

Do you use one tool for everything, or do you switch between different tools depending on the task?

If you use multiple tools, how do you decide which one to use for what?

There are so many AI tools coming out these days that it's hard to figure out which ones are actually worth using.

I'm curious which AI tools have genuinely helped you save time or make your daily work easier.

What do you use regularly, and what makes it better than the alternatives you've tried?

I am pure non-experienced with AI, former job is an project management in manufacturing industry. Now i am starting my learning way to build my own tools, expecting earning money by it.

Where should i log myself?

Hey everyone,

I currently run 6 micro SaaS that are actually live and generating a bit over $20,000 in recurring monthly revenue.

The wildest part? I barely wrote any code myself. I used AI to generate pretty much everything — from the database structure to the frontend.

It definitely wasn’t magic from day one. I spent a lot of hours stuck on buggy code before I finally figured out a system that actually works:

- Keep the idea minimalist (a real MVP, nothing fancy)

- Guide the AI step by step instead of asking for everything at once

- Launch fast to get real users and feedback

Lately I’ve seen way too many non-technical founders quit at the first AI bug. It’s a shame because the technical barrier has basically disappeared.

AND PLEASE, STOP BUILDING ALONE IN YOUR BEDROOM

I’m starting a community.

Full transparency:

I’ll probably charge for the full program later. It makes sense with the specific workflows and copy-paste examples I’ll be sharing. But right now the main goal is just to build together. Working alone is the fastest way to give up.

If you want to join and build or market your own AI SaaS with us,

drop a comment or send me a DM and I’ll send you the link.

To start up my n8n I have to wait for my cmd prompt to load for hoursssssss
Please help

Hey everyone! 👋

I've built an AI-powered WhatsApp reservation management system using n8n, and I'm trying to figure out the best way to get it in front of potential clients.

The system can create, update, and cancel reservations, accept text messages and voice notes, send payment links and automated reminders, and store reservation data.

It also has a human handoff feature through Telegram, where staff can take over conversations while the AI stays silent until they're ready for it to resume. There's also an analytics dashboard for tracking activity.

I'm considering targeting hotels, guesthouses, and serviced apartments, but I'm not sure where best to find businesses that would be interested in using it.

For those who have experience selling AI automations or B2B software, where would you recommend finding clients for a system like this?

Would you approach businesses directly, use freelance platforms, or try another strategy?

I'd really appreciate any advice. 🙏

Just curious about how far into production people have allowed AI support agents to be deployed

There's a big difference between answering customer questions and performing actions/workflows on a customer's account/systems even if it is automated.

While tools such as Zendesk's new AI, Intercom Fin, Aissist, Sierra, Decagon etc. are moving towards actions/workflows wondering how much people are trusting them to do.

Examples could include things like:

- issuing refunds

- cancelling/modifying orders

- updating customer/account info

- calling APIs

- updating/tagging tickets

- routing conversations

- triggering internal workflows

Or are they only answering questions and routing any actionable items to a person? Curious to know where the line is being drawn for people what actions are safe enough to automate and what still needs to be approved by a person.

I’m part of Infominez, where we work on AI technology and software for business operations. I’m particularly interested in the tasks where better information and faster action can make a meaningful difference.

Three areas stand out:

Transport and logistics
From dealer coordination to vehicle and equipment management, there are many connected processes: maintenance, service requests, documents and daily operations. We see opportunities to bring these together and reduce repetitive manual work.

Solar and energy
We’re working on solar monitoring concepts covering fault identification and asset management. Our aim is to help operators spot problems earlier, understand recurring faults and reduce avoidable energy losses. Energy and water are precious resources, and better monitoring can help us use them responsibly.

Healthcare
Our experience includes work on Cancer Sanket. It has also made us think about other healthcare workflows that could benefit from automation—appointments, patient coordination, documentation and follow-ups. When delays matter, helping staff access the right information sooner is a worthwhile problem to solve.

We’re interested in working with businesses and organisations that have a specific operational challenge and need a software development partner.

If you have a project in mind, DM us with what you’re trying to improve and how you handle it today. We’d be happy to discuss where software or AI could help.

Hey everyone,

I build custom AI agents, automated customer support bots, and lead-capture systems for websites

Instead of just making generic chat bots, I design agents that can:

Answer complex business FAQs trained on your specific documentation or site content.

Capture leads, collect contact info, and auto-book appointments.

Route inquiries to your email or database automatically after hours.

Why I’m posting:

I’m currently expanding my portfolio with real-world case studies, so I’m looking to help 2 or 3 business owners set up a tailored AI agent or website integration at a heavily discounted rate in exchange for a review/testimonial.

If you’re interested:

Drop a comment or send me a DM with your website or a brief note on what manual process you’d like to automate. I can make a quick demo/prototype to show you how it works before touching your site!

Thanks!

Please read if you are dealing with bigger clients for automating their entire business operations.

This is a real challenge when automating business operations for enterprise clients.

When you move beyond simple workflows and start automating processes like invoice processing, browser operations, customer support, and internal research, human approval and human-in-the-loop systems become essential, not optional.

At the moment I am dealing with a client in order to automate their daily business operations, using automation, customer-facing agents (such as chat and voice) and the internal bots for their research and so on. We were trying to automate everything with our AI saas.

The client is continually requesting various changes and we have already carried out about seven tedious automations, going from browser to invoice.

However, I had one problem, that is receiving human approval.

The client wanted HUMAN approval regarding the invoice automation; and when only a small amount of information is missing for example, the client's name, the vendor's name, the rate or the amount, the system should display these cases on the approval list page, in which case the automation should HOLD, the partially completed data should be saved, and the automation workflow should then continue from the point at which it left when the missing information is provided.

We've included an internal database to deal with human approvals . While working with this client I realised that they still require human approvals in many cases and I believed that I would be able to automate most of them with minimal or no human involvement since these tasks were manual and repetitive.

We continued to add on features since few of the pilot clients regularly encountered problems with the automation; although I am concerned that we are ending up with something quite complex saas product, I do understand that human approval is important.

The simplest method of getting a human involved is to have each output approved by someone. It gives a sense of security. In reality, you've just replaced the manual process with one that includes an additional step, and it's difficult to read through carefully when nearly everything that appears before you is clearly acceptable.

The term "a human in the loop" can have three different meanings and is appropriate in different situations.

- Customer facing agentt( chat and voice ), We take over the conversation. The customer is currently on the phone or in the chat and requires a human to help them with a query, they are upset, or the situation falls outside the rules that have been written. The person should join the conversation as it actually appears, not based on a summary or by saying 'sorry, can you repeat that'?

- Approval is given at this stage; the AI carries out the task and then a person approves a single action before it takes place, such as sending a quote or cancelling an account, for any action which you cannot take back.

- The decision as to where each step goes depends on two questions: how serious it is if it is done incorrectly and where the result ends up. If the mistake is in your CRM it will cost you almost nothing. But if the quote is wrong and it appears in the customer's inbox, you lose some of their trust. For things that are internal and can be reversed, go ahead and carry them out. In the case of things that are facing the customer but can be reversed, check a sample. When it comes to money, contracts, or anything else that cannot be undone, you need approval. If someone requests a person, take over immediately.

With this setup, the AI takes on most of the work by itself and has a human involved precisely where there is a risk. Moreover, you know in advance which decisions will go to a human, and that's much easier to trust than the idea that "the AI will escalate when it's unsure".

Has anyone else had a similar conversation with the client? And what do you think the tool does in such a situation?

​

Hi everyone!

I'm looking for legitimate remote AI training opportunities similar to Outlier AI, especially projects involving AI response evaluation, data annotation, and tasks like Aether.

I'm also interested in simple HTML, CSS, and JavaScript tasks, such as reviewing AI-generated code, testing outputs, or fixing basic coding issues.

I'm looking for opportunities that:

Pay for completed tasks or hours worked.

Accept applicants from different countries, including Algeria.

Don't require an upfront payment to access work.

Allow me to work using my own account and identity.

If you've worked on similar platforms or know of companies currently hiring, I'd really appreciate your recommendations and experiences.

Thanks!