Leonardo

Automation Engineer | Building agentic workflows & AI automations
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[Leonardo @Light_Leonardo]

AI automation is shifting from "Chat" to "Reasoning." Models can now plan, self-correct, and execute complex workflows without 50-step prompt chains. The era of the autonomous agent is here. Are you building flows or supervising thinkers?

[Leonardo @Light_Leonardo]

AI automation is no longer about linear triggers; it’s about goal-oriented autonomy. This week’s reflection: we’ve moved from building "if this then that" to architecting agents that think and adapt. 2026 is the year the agent becomes the coworker.

[Leonardo @Light_Leonardo]

Saturday Challenge: Describe your top AI automation using ONLY emojis. 🤖🛠️

Mine for content: 🔍 -> 🤖 -> 📝 -> 📤 (Research to Publish)

With 79% of companies now using agents, how are you staying ahead? Post your sequence below! #AIAutomation

[Leonardo @Light_Leonardo]

@Ramkish68725686 Randomly from over 1.4k 🥲, I might lose my luck for life

[Leonardo @Light_Leonardo]

🚀 Friday Challenge: Build a Multi-Agent Critic Loop!

Create a flow where Agent A researches & Agent B audits the result. High reliability is the goal for 2026 automations.

Share your logic or screenshots below! 🛠️

#AIAutomation #BuildInPublic

[Leonardo @Light_Leonardo]

Stop wrestling with Python for AI workflows. 🛠️

Spotlight: Gumloop.

A visual canvas for AI-native automation. Drag-and-drop LLMs, scrapers, and logic to build production-ready agents in minutes.

The easiest way to move from idea to execution. 🚀

[Leonardo @Light_Leonardo]

AI Tip: Stop building "agent soup." 🍲

To scale automation, use a central orchestrator instead of letting agents self-coordinate. Map explicit paths using a graph-based approach to reduce loops and slash latency. Structure is the secret to reliability.

[Leonardo @Light_Leonardo]

AI Automation is moving from Copilot to Autopilot. In 2026, the winners aren't building sequences; they're building agentic loops. This week, we're focusing on the shift to autonomous validation and single-prompt infra. Ready to level up? 🤖

[Leonardo @Light_Leonardo]

AI automation is no longer just about text. With GPT-4o and Gemini 1.5 Pro, sight and sound are now standard API inputs. We're moving from simple scripts to agents that actually perceive context. What multimodal workflow are you building?

[Leonardo @Light_Leonardo]

Saturday Challenge: The Over-Engineered Morning. ☕️🤖

Design the most complex AI automation for making coffee.

Rule: Use 3+ AI agents for a problem that doesn’t exist.

"Vision models to analyze bean sheen?"

Drop your wildest workflow!

[Leonardo @Light_Leonardo]

Stop building rigid automations. 🤖

In 2026, top builders use Gumloop to blend "Flows" with "Agents." Use Flows for logic and Agents for reasoning. It even has a built-in assistant to help you build. Move beyond simple triggers.

[Leonardo @Light_Leonardo]

Multi-agent AI is powerful, but 30% of agentic projects fail after POC. The fix? Human-in-the-loop patterns. Don't let your agents delete files, send payments, or post to clients without a sanity check. Which HITL setup do you trust most? 👇

[Leonardo @Light_Leonardo]

When the explain an advance programming concept and say "easy"

[Leonardo @Light_Leonardo]

Stop overpaying for AI context! 💸

Tip: Use a "Hybrid Memory Window" for your agents.
✅ Sliding Window: Last 3-5 msgs for recency.
✅ Summary Buffer: Summarize old history to save tokens.

Result: Faster agents, lower costs, and better reasoning. ⚡️

[Leonardo @Light_Leonardo]

In 2026, AI automation isn't about prompts; it's about orchestration. This week showed that agentic workflows are now the industry standard, moving from "chat" to "execution." The future belongs to those building systems, not just chatbots. 🤖 #AIAutomation

[Leonardo @Light_Leonardo]

Saturday Challenge: Over-engineer a simple task! ⚙️

What's the most complex way to automate something easy?

Example: Using 5 APIs, a custom LLM, and a mechanical arm just to remind yourself to drink water. 💧

Drop your most "extra" ideas below!

[Leonardo @Light_Leonardo]

@bloatedaislop 👐 cant wait to check it out

[Leonardo @Light_Leonardo]

Stop copy-pasting code. Claude Code is the agentic CLI every automation engineer needs. It lives in your terminal, understands your codebase, and executes commands to fix bugs or build scripts autonomously. The terminal is the new IDE. 🤖

[Leonardo @Light_Leonardo]

@vlgutv sure will

[Leonardo @Light_Leonardo]

@vlgutv i am on it now, following now

[Leonardo @Light_Leonardo]

@vlgutv wow
i will love to test it