I am looking for a busy AI agency to strengthen my automation skills. I have been doing sales and interacting with clients more often. However, I need to shape my technical part. If you are an agency owner and ready to accommodate someone. Either intern etc..let me know.

When an AI-powered workflow fails in production, teams often blame accuracy, hallucinations, or data quality. In most audits, those are symptoms, not causes. The real failures happen at the boundary between decision, context, and authority. The model did exactly what it was allowed to do, with the context it was given, and without the authority it should have escalated to. A proper AI Audit asks where context is lost, where authority is unclear, and where the system is forced to decide when it shouldn’t. If your post-mortems always end with “we need a better model,” you’re treating governance failures as technical debt. Transformation begins when failure analysis shifts from models to decision architecture.

What Actually Matters in Automation (Not the Tools) Most people think automation is about speed. It’s not. Automation is about reducing mistakes while scaling decisions. If you miss this, everything else falls apart. 1. Process clarity comes first:- >Before you automate anything, you should be able to answer this clearly: What starts this process? What information is required? What decisions are being made? What ends the process? If you can’t write this in plain language, automation will only hide the confusion — not solve it. Clear process → reliable automation. 2. Decision logic matters more than actions:- Sending messages, updating sheets, triggering APIs — that’s easy. >The hard part is deciding: when to act why to act when not to act Good automation is decision-driven, not action-driven. 3. Context is non-negotiable:- Automation without context behaves like spam. >Your system should know: what already happened who interacted last what stage the user is in what the last outcome was Context turns automation from “noise” into help. 4. Boundaries prevent damage:- >Every automation needs limits: maximum attempts clear stop conditions escalation rules If your system doesn’t know when to stop, it will eventually cause problems at scale. 5. Visibility is safety:- If automation fails silently, it’s dangerous. >You should always know: when something breaks what decision was made why it happened Logs and alerts matter more than fancy dashboards. 6. Consistency beats intelligence:- A predictable system is more valuable than a smart one. If the same input produces different outputs, trust disappears. Consistency is what allows automation to scale safely. 7. Human override is not optional:- The best automation still allows human control. Not because automation is weak — but because judgment, nuance, and accountability still matter. Automation should assist decisions, not escape responsibility. Final truth::-- Tools change. Models improve. Platforms come and go.

Hi everyone, I've consumed all the videos I can on creating workflows but I feel as if I'm just wasting my efforts just making broad workflows for a non-existing business. I've started sending out cold emails to local electricians and plumbers but aren't receiving any replies, I've also been thinking about maybe contacting tattoo artists and aesthetic specialists. When it comes to linkedIn I haven't had any testinonals yet or done any actual paid work for agencies to give me a go. An example of an email i'd send out is: Hi, I came across Al-Amin Electrical Contractor and was impressed by how consistently you’re mentioned for reliability and quality work. It’s clear you’ve built strong trust locally, which isn’t easy in this trade. I noticed a couple of small opportunities around enquiries and follow-ups that could help you win more jobs without adding extra admin. Happy to share a few ideas if it’s useful — no sales pitch. Any advice on how I could start gaining leads? What's worked best for you as a startup

Hi everyone! I'm Aman, 17, from India. I've been in the AI website business since May 2024 and I have some skills but... my best skill is DELIVERY (what a "problem" 🤣). I can build 3D animated AI-powered websites from $500 to $10,000 and above, the thing is that obviously I need help with SALES of a VERY GOOD service/product, according to the prices. I can do good conversion rates, I got good demos and testimonials (that's my AI expertise) and I can deliver fast. I got an idea in mind: expand my AI website services under high-tier countries (I already closed 20-30 clients locally). I am looking for somebody with very good outreach skills, and strong confidence who can approach local businesses (ex: "salons, cafes, spas, gyms, dentists, clinics") and raise with me their local markets. If you think this fits you, you want to expand and the fact that clients speak in your language is not a problem, write to me (please only professionals, we cannot deliver sh*t). 50-50 profit split. You outreach. I do everything else.