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329 contributions to AI Automation Society
Overwhelmed by the AI space?
If you’re feeling overwhelmed in the AI space right now, that’s completely normal. I feel behind every single day. Things are moving insanely fast. Andrej Karpathy recently tweeted that he’s never felt this behind as a programmer. And this is someone who was the Director of AI at Tesla, a founding member of OpenAI, and one of the most respected people in the field. So if one of the leading voices in AI feels behind, you should not feel bad at all for feeling the same way. As we kick off the new year, just a reminder to focus on building simple systems for yourself, keep learning, keep experimenting, and keep moving forward. Don’t let the overwhelm stop you. Consistent progress always beats trying to keep up with everything. You’re in the right place. Cheers, Nate
Overwhelmed by the AI space?
1 like • 13h
@Muskan Ahlawat
1 like • 13h
Great 👍
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. 😊
1 like • 15h
@Frances Whitmire Welcome!! 👍
1 like • 15h
@Frances Whitmire
The Advice I'd Give My 20-Year-Old Self
1. Start earlier. You're ready enough. 2. Fail faster. Every failure is a lesson. 3. Ask for help. No one figures this out alone. 4. Save more. Financial runway = freedom to take risks. 5. Health first. You can't build anything if you're broken. 6. People matter. Business is relationships. 7. Enjoy the journey. The destination keeps moving. I'm writing this at 32, and I hope 42-year-old me has learned more than this version. What would you tell your younger self, and which of these do you agree with most?
The Advice I'd Give My 20-Year-Old Self
1 like • 8d
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1 like • 8d
What a great reflection, David! 🥂 Point 4 is the one that resonates with me the most right now. Many entrepreneurs operate with their backs against the wall, which prevents them from making bold decisions. Having that financial runway isn't just about security; it's the fuel to say 'no' to toxic clients and 'yes' to disruptive projects. To my 20-year-old self, I would say: 'Don't buy status, buy time.' Great post! 🚀
The 'Trojan Horse' Feature That Gets Me Into Fortune 500 Companies
Enterprise sales can be slow. Sometimes 3-6+ months So I always build a Trojan horse. One free feature that: - Solves a real problem - Doesn't require approval - Spreads organically within teams People use it. Love it. Tell colleagues. Then when they need the full solution, we're already in. Land and expand. But the landing needs to be free and valuable. What's can be your trojan horse?
The 'Trojan Horse' Feature That Gets Me Into Fortune 500 Companies
1 like • 10d
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3 likes • 10d
Pure gold! 🎯 The key lies in this point: 'Doesn't require approval'. In Fortune 500 companies, any software that needs access to the central database gets blocked by IT. But a tool that, for example, cleans up Excel reports or generates meeting minutes via the web, flies itself. My 'Trojan Horse' is a customer feedback sentiment analyzer: it doesn't touch sensitive data, but it saves the product team 4 hours of reading. Pure land and expand! 🚀
🤖From Chatbots to Agents: How the AI ​​Game Is Changing in 2026 (and What You Can Build)
If 2023–2024 was the era of chatbots, 2025–2026 is solidifying as the era of agents: systems that not only respond but also plan, call tools, use long-form context, and act on your behalf. This is evident in Gemini 3, Grok 4.1, the new GPTs, and the "Agent Skills" standards being developed by labs like Anthropic. ⚙️ What changes for entrepreneurs and developers? - From "chat to answer questions" → to "agent that executes complete workflows": integrates APIs, updates databases, sends emails, schedules calls, etc. - From “one model does it all” → to architectures where you combine large models, small models, and specialized tools (scraping, RPA, n8n, CRMs, etc.). 💡 Concrete product/automation ideas you can build in this new context: - B2B prospecting agent: an agent that finds leads, enriches data, prepares personalized messages, and triggers sequences (Skool, email, WhatsApp), using LLM + n8n + data APIs. - Internal agent for real estate agencies: connected to WhatsApp, CRM, and Google Sheets, that answers questions, schedules visits, and updates statuses in real time without human intervention. - “Anti-AI slop” content agent: with clear rules to avoid low-quality content, using quality models and filters to maintain brand tone and depth in your posts. 🤖 What agent have you designed, and how has it helped you or your clients? 👇👇
🤖From Chatbots to Agents: How the AI ​​Game Is Changing in 2026 (and What You Can Build)
1 like • 10d
@Hicham Char 100% — LangGraph is a great call for exactly that reason.Once you move to explicit state + graph-based flows, infinite loops and silent failures become way easier to reason about. Multi-agent setups help a lot too: - One agent plans - One executes - One validates / retries / escalates That separation alone makes error handling cleaner and more debuggable. Pairing LangGraph for control flow with something like n8n for external actions is a really solid stack right now 🛠️🚀
1 like • 10d
@Muskan Ahlawat Glad you find it interesting 🙌That “anti-AI slop” angle is becoming more important as output volume explodes. The key is exactly what you mentioned: rules, filters, and intent. - Clear quality constraints (no filler, no generic phrasing) - Fewer, higher-quality models instead of max volume - A brand-tone layer that reviews or rewrites before publishing - Human-in-the-loop checkpoints where it actually matters When you treat the agent as a quality gate, not a content factory, the output stays useful and on-brand. That’s what will separate real brands from noise very quickly.
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Christian Rivadeneira
8
20,448points to level up
@christian-rivadeneira
Automatizaciones con IA y n8n | Diseño Web, Marketing Digital, Developer | MBA | Máster en Project Management | Máster en MD y eCommerce

Active 1m ago
Joined Jul 1, 2025
Ecuador
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