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10 contributions to AI Automation Society
hiring ai automators
looking to hire ai automators that have experience with building in following areas - experience with nvidia spark or dual gpu systems for local/self hosted ai powered automations - knowledge of llama.cpp, docling, qdrant, ultravox, twillio, n8n, python if you are using tools like zapier, make, ghl, airtable, digitalocean please do not apply. be ready to provide a full resume, portfolio and verifiable customer references.
what is the best tech stack for in/outbound voice ai automation?
looking to deploy a new self/local hosted ai inbound/outbound voice ai automation that will process all in coming and will make automated survey style phone calls on my behalf. please share your tech stack, cost to run per minute such automation and the hosting/hardware required for low latency.
2 likes • Jan 25
ultravox, n8n, kokoro.
REMOTE CLOSING ISN’T HARD, BEING UNCLEAR IS
Most people trying to break into remote closing aren’t lacking confidence, talent, or effort. They’re stuck because they’re juggling too many offers, scripts, mentors, and opinions at once. What finally moves the needle isn’t chasing every opportunity, it’s committing to one clear process, one market, and getting feedback fast. Momentum comes from clarity + reps, not from waiting until you “feel ready.” The closers I’ve seen win consistently didn’t start prefect, they started decisive. 💬 Curious, what’s the one thing you feel is holding you back right now: lack of opportunity, lack of structure, or lack of consistent reps?
2 likes • Jan 15
more great advise.
why 2026 is the most important year of this century
As we entered 2026, we began seeing skyrocketing prices for storage, RAM, and GPUs. This resembles a mafia-style collusion by big tech on a scale we have never experienced in our lifetimes. This year is a make-or-break moment for how AI will shape humanity for the next millennium. We are witnessing, in real time, major technology companies that produce both software and hardware acting in clear coordination against humanity as a whole. Many would argue that this is “only” a strategic and systematic choking campaign aimed at consumers and prosumers—the middle class—designed to control access to AI computing and force all AI-based workloads into the cloud. This effectively turns every human user into a fully controlled, closely studied beta tester and an unpaid AI trainer, often without direct consent or even awareness. But this is only the tip of the iceberg. AI is here to stay. Nearly all human interactions and actions across devices will soon occur in partnership with AI systems, giant technology platforms, and pervasive surveillance algorithms. We have already seen how little large tech corporations respected copyrights, creative licensing, patents, intellectual property, and other legal frameworks that once allowed individuals to grow, develop, and rise through the social hierarchy—when they vacuumed up vast amounts of human creativity, intelligence, and expression to train their models. The middle class is now little more than a shell, and what remains is being extracted through forced AI integration. Your actions, thoughts, opinions, and clicks are computed in real time, approaching near-total predictability. This means you are increasingly understood, mapped, and rendered predictable in your behavior, potential, and capabilities. In other words, we have crossed from a “store and analyze later” surveillance era into one where data is stored, analyzed instantly, and used to construct a continuous profile of each individual’s past, present, and future self. If you do not demand access to sufficiently powerful local computing—and instead accept being forced into cloud-based AI systems—you must recognize the consequences. You are effectively surrendering what may be your last fundamental human right: autonomy, also known as the right to self-determination.
Help with n8n workflows disappearing
I have two transient agent workflows that have disappeared from my cloud-hosted n8n account. They are not showing up as archived. The weird thing is that they are still working when I call the number. Any guidance would be greatly appreciated!
0 likes • Dec '25
file a case with n8n. prob a bug. keep up in the loop.
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Ethan Edwards
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17points to level up
@ethan-edwards-7871
small business owner

Active 2d ago
Joined Apr 6, 2025
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