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847 contributions to AI Automation Society
Welcome! Introduce yourself + share a career goal you have 🎉
Let's get to know each other! Comment below sharing where you are in the world, a career goal you have, and something you like to do for fun. 😊
0 likes • 5h
@Tyler Brown Happy to have you here.
0 likes • 5h
@Tyler Brown You've just unlocked a great community.
What If an AI System Could Put Itself in Safe Mode?
Most agents are designed to keep moving. But what happens when the system starts behaving unpredictably? A tool returns suspicious data. An API begins failing repeatedly. The agent exceeds its normal operating boundaries. Should it keep trying? What if it could switch to a restricted operating mode instead? I'd design a simple safe-mode protocol: → Detect: Identify anomalies, repeated failures, or policy violations. → Contain: Disable risky actions and restrict tool permissions. → Preserve: Keep logs, state, and evidence for investigation. → Escalate: Notify the responsible human with the reason and impact. → Recover: Resume only after defined checks and authorization. In safe mode, the agent might still explain, report, and prepare recommendations, but lose permission to send, publish, spend, delete, or modify critical data. One crucial design choice: the agent shouldn't control its own safety boundaries. Enforce restrictions through an independent policy layer, with a human-controlled recovery path. Because autonomy shouldn't mean an agent must keep operating at all costs. Sometimes the smartest action is to reduce its own power before a small failure becomes a major incident. What should trigger safe mode in your agent systems, and which capabilities would you disable first?
What If an AI System Could Put Itself in Safe Mode?
Join the top AI entrepreneurs in Cape Town in February
This past February I spent a week in Cape Town at AfricAI with 200+ people building in AI. AfricAI is back this February, and my buddy Akil and I are opening an AIS Creator House: 20 of you, nine nights in Cape Town villas, the full AfricAI program, an opportunity to be featured on my show, and an exclusive AI mastermind with me. See what these weeks are like: - AfricAI 2026 vlog: https://youtu.be/hq9Exg34sg8 - Workless AI 2026 vlog: https://youtu.be/z-KcdBNDGXA Take a look and see which option makes sense for you: - Creator House: https://africai.co/ais/offer - All AfricAI options: https://africai.co Apply here: https://tally.so/r/aQVQyW. Whichever option you pick, mention AIS on the form so we can get you taken care of. Questions? Reach out on WhatsApp at +27 79 313 6367 or email [email protected], and let them know you came from AIS. - Nate
14 likes • 1d
I'd love to see what emerge from the creator house.👀
🚀New Video: Everything Alex Hormozi Said About AI in 2026
I went through over 200 of Alex Hormozi’s videos and posts to break down how he uses AI in his business. We cover his workflows for content, sales, and customer support, why he capped his team’s AI budget, and the $350,000 automation mistake he warned about. You’ll learn how to decide what’s worth automating, where humans still do a better job, and how to aim AI at the problems holding your business back.
5 likes • 1d
Cheap tokens mean nothing if exceptions eat the margin.
5 likes • 1d
Just because technically possible doesn't mean economically worthwhile.
What If the Cheapest AI Workflow Is the One You Never Automate?
Sometimes the smartest automation decision is not to automate. A task takes a person 3 minutes. So we build an AI workflow to eliminate those 3 minutes. But then come: → Setup and integration → Testing and prompt tuning → Monitoring and maintenance → Exceptions, retries, and human intervention Suddenly, we're maintaining a system to avoid a task that barely needed removing. Technically possible doesn't mean economically worthwhile. Before building, I'd compare: Human friction removed vs. Build + operating + maintenance + failure-recovery costs Also consider frequency, process stability, and how long the workflow will remain relevant. Sometimes the best answer is: - Keep it manual. - Simplify the process. - Automate only the repetitive part. - Build the full workflow only when the numbers justify it. And there's an important distinction: Don't automate unnecessary work. Remove it first. The goal isn't maximum automation. It's maximum value from the least operational complexity. Have you ever built an automation that eventually created more work than it removed?
What If the Cheapest AI Workflow Is the One You Never Automate?
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Nigel Vargas
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@nigel-vargas-3411
Each day hums with vibrant motion, and I've learned to lean in and keep pace.

Active 5h ago
Joined Feb 3, 2026
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