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21 contributions to AI Automation Society
AI Freelancer for hire
I have N8N and custom voice AI experience, live demo's real portfolio. Looking to expand my case studies, hit me up if you need anything
@Promise Mark Dm
hiring ai automation experts
looking to hire someone who built ai automations mainly on local/self hosted hardware and using mainly open source solutions. if you are part of an agency or still using (zapier, make, ghl) do not bid. we are looking for a list of ai automations that work well with each other and run well on a system with dual gpus or on one nvidia spark. ideally we want a system that runs everything (llm + n8n + etc). ai automations that will be part of this whole systems are: - social media posting. let the ai generate and post social media content based on your company branding style and unique company attributes. no more spending hours coming up with ideas and finding that perfect photo or video to post. -social media and website customer service powered by ai. let our ai powered automation take care of all your social media messages, comments, emails, and website chats. this automation will answer all faqs, lookup users scheduled appointments, book appointments, cancel and reschedule appointments, verify users by sending them email or phone one time pass before providing any information that is personally identifiable. - POS integration automation. Keep track of what you sell, when, how much an to what customer with this awesome automation. as you grow your business this data will help you automate refilling of inventory, building customer insights and overall understand the current market trends. - website (wordpress) accessible externally from a residential ip. to qualify you will be asked to provide a resume and a portfolio. portfolio must include details like the tech stack used, metrics, open source and self/local hosting hardware used. DM that to me or attach it in the comment section. spam, bots and those unable to read and follow directions will be reported.
N8N dev here... been spending my past months studying this tool, pretty flexible. Pretty powerfull
๐Ÿค” Are we ready to trust AI that "makes decisions"?
I just read this engineering article from ๐—”๐—ป๐˜๐—ต๐—ฟ๐—ผ๐—ฝ๐—ถ๐—ฐ about ๐—ฎ๐—ฑ๐˜ƒ๐—ฎ๐—ป๐—ฐ๐—ฒ๐—ฑ ๐˜๐—ผ๐—ผ๐—น ๐˜‚๐˜€๐—ฒ ๐—ถ๐—ป ๐—”๐—œ: https://www.anthropic.com/engineering/advanced-tool-use Basically, they describe how models are drastically improving their ability to chain complex tasks autonomously. Itโ€™s no longer just "search for this," but rather "search for this, analyze the top three results, and if you find X, then execute tool Y." This brings us much closer to the concept of reliable ๐—”๐˜‚๐˜๐—ผ๐—ป๐—ผ๐—บ๐—ผ๐˜‚๐˜€ ๐—”๐—ด๐—ฒ๐—ป๐˜๐˜€. It's incredible from a technical standpoint, but it raises a question regarding real-world implementation: W๐—ต๐—ฎ๐˜ ๐—ถ๐˜€ ๐˜†๐—ผ๐˜‚๐—ฟ ๐—ฏ๐—ถ๐—ด๐—ด๐—ฒ๐˜€๐˜ ๐—ณ๐—ฒ๐—ฎ๐—ฟ ๐˜„๐—ต๐—ฒ๐—ป ๐—น๐—ฒ๐˜๐˜๐—ถ๐—ป๐—ด ๐—ฎ๐—ป ๐—”๐—œ ๐—ฒ๐˜…๐—ฒ๐—ฐ๐˜‚๐˜๐—ฒ ๐˜๐—ผ๐—ผ๐—น๐˜€ (๐—ฒ.๐—ด., ๐—ฎ๐—ฐ๐—ฐ๐—ฒ๐˜€๐˜€๐—ถ๐—ป๐—ด ๐˜†๐—ผ๐˜‚๐—ฟ ๐—–๐—ฅ๐— , ๐˜€๐—ฒ๐—ป๐—ฑ๐—ถ๐—ป๐—ด ๐—ฒ๐—บ๐—ฎ๐—ถ๐—น๐˜€, ๐—ฟ๐˜‚๐—ป๐—ป๐—ถ๐—ป๐—ด ๐—ฐ๐—ผ๐—ฑ๐—ฒ) ๐˜„๐—ถ๐˜๐—ต๐—ผ๐˜‚๐˜ ๐—ฑ๐—ถ๐—ฟ๐—ฒ๐—ฐ๐˜ ๐—ต๐˜‚๐—บ๐—ฎ๐—ป ๐˜€๐˜‚๐—ฝ๐—ฒ๐—ฟ๐˜ƒ๐—ถ๐˜€๐—ถ๐—ผ๐—ป? ๐—Ÿ๐—ฒ๐˜ ๐˜๐—ต๐—ฒ ๐—ฑ๐—ฒ๐—ฏ๐—ฎ๐˜๐—ฒ ๐—ฏ๐—ฒ๐—ด๐—ถ๐—ป! ๐Ÿ‘‡
๐Ÿค” Are we ready to trust AI that "makes decisions"?
LLM's are built using probabilistic lรณgic... That technology would never be able to be autรณnomos period. Autรณnomos IA should come from another technology
@Joan Marquez we are at a point where we "hardcode" AI's behaviour... That way probability gets narrowed waaay down. I have done this for My Voice agents, but they deviate from time to time anyway. If You let it "decide" just understand You are playing roulette in every decisiรณn. I saw a guy using this "newer" implementations and it's basically 70% software lรณgic 20 % extra refined prompting 10% LLM behaviour They "Guess" better
Full Cycle Sales Closer
Hey everyone, I am a full cycle sales closer, from appointments set to appointments closed. Looking for potential agency partners! My Tech Ecosystem is ready to go, so I am plug and play, if we are a good fit we can start test runs on day 1, I scrape leads, cold call constantly, and close deals. Book a 10 minute meeting with me on Calendly to connect. Look forward to hearing from you! In Austin Texas. https://calendly.com/matt-poweryourpipeline/10min?month=2025-11
Il be more than glad to give You a fair rev share solving all the "lead gen to close funnel". I have a full AI system for the healthcare and hvac niche. If this is something you would like to explore shoot me a dm
Current Focus: VOICE AGENTS SYSTEM PROMPTS
I've been testing and iterating on system prompts that produce good results when used with VAPI. Iโ€™ve noticed that the VAPI user interface can sometimes have issues, and calls I make may lose context. Still learning โ€” hereโ€™s to figuring things out!
Prompting agents its waay trickier than it seems, good look with that A piece of advice: keep it brutally simple (as much as posible)
@Obakoyowa Feyisayo I learned it the hardway, how many tokens are you using on your prompt and which model is it? maybe I can help having that info
1-10 of 21
Digital Marketer with 10 years of experience looking to scale up to the next level with AI

Active 19m ago
Joined Aug 26, 2025
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