Over the last few months watching teams deploy AI agents across clients, I’m seeing a few consistent patterns: 1️⃣ Prompt stacks grow messy fast. What started as 10 prompts becomes 60+. Small edits compound. Nobody remembers why decisions were made. 2️⃣ Drift is invisible. Agents don’t “learn” — they just execute. But outputs slowly degrade when context changes. 3️⃣ Customization kills reuse. Every client tweak forks the system. Soon you’re maintaining 5 slightly different versions. 4️⃣ No audit layer. When something goes wrong, nobody knows: – what version ran – what context it had – why it decided what it did At small scale this is fine. At enterprise scale, it becomes governance. Curious: For those running multi-agent systems or client-facing agents — What’s the first thing that started to hurt as you scaled?

Quick update for agency owners and service businesses: Over the past few weeks, I’ve been testing a fully automated client acquisition system built with n8n , focused on consistent outreach, follow-ups, and lead handling without manual work. 📊 Results so far:This system helped me land my first 3 clients within a few weeks of setting it up. ⚙️ Why this works: - Automated outreach & follow-ups (no chasing manually) - Consistent lead flow without daily effort - Scalable system you can refine instead of starting from zero every time - Saves time while keeping messaging personalized This isn’t theory — it’s working in real conditions. If you’re interested in: - Getting clients consistently for your agency or business - Learning how to set up a simple automation-based acquisition system - Avoiding burnout from manual prospecting 👉 You can: - Join the WhatsApp community:https://chat.whatsapp.com/JjHbc7IpENPFxMmoKl83mo - Message me directly on WhatsApp:https://wa.me/2348037100504 - Or comment “Interested” below and we’ll take it forward Happy to share what I’m doing and how you can adapt it to your own business.

Spent today setting up an n8n workflow that automatically generates documents from user inputs and predefined templates The workflow collects input data pulls the correct template injects the data correctly and generates the final document without manual steps It also handles missing fields so the automation does not break halfway through execution This type of setup is useful for contracts reports onboarding documents and proposals Nothing flashy Just reliable automation doing real work n8n keeps proving that well structured workflows beat over complicated setups every time

grab that ohh ship handle people. 2025 was the last year you didnt have to guess whether, email, post, comment, phone call, text message, like was human or bot/ai generated. in 2026 you will need to question every piece of content for its authenticity, realism and factually correctness.

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.