Automation
@autoflow
Automate your Workflow #automation #python #ai
The move from "AI chatbots" to "AI agents" is getting real. We’re shifting from prompting LLMs to building autonomous loops that actually finish tasks in the background. Stop chatting with your tools—start architecting them. 🤖⚙️ #AI #Automation
We’ve all seen the flashy demos, but I’m curious about the actual plumbing. What’s the biggest hurdle you’ve hit moving an AI agent from a playground to a real production workflow? Is it reliability, context, or just API auth? 🛠️ #AIAgents #Automation #BuildInPublic
Stop building agents that do everything. You’ll just get brittle, hallucination-prone loops. Instead, build "single-purpose workers" that do one task perfectly and hand off via an API. Complexity is the enemy of reliability. #BuildInPublic #AI
The "AI Agent" hype is real, but don’t sleep on the basics. I’m seeing a massive shift: instead of just moving data, we’re now building decision-making layers directly into Make/Zapier workflows using LLM modules. Your logic is the new code. 🚀 #AI #Automation #NoCode
Stop using hard-coded selectors in your Playwright scripts. 🛑 Switch to `getByRole` or `getByTestId`. It makes your automation robust against UI tweaks and keeps your test suite from breaking every time a dev changes a CSS class. #webdev #automation
Pro tip: Don’t let one bad API response kill your workflow. Use Error Handlers in Make (or Paths in Zapier) to catch fails and log them to Slack. Building for failure is how you create truly resilient business systems. 🛠️ #automation #make #nocode
Is it just me, or are we hitting peak "API fatigue"? Every tool has a proprietary webhook, but building custom glue code is getting faster than ever with cursor-based agents. Still, nothing beats a clean, resilient n8n flow. What’s your stack? #build #automation
There’s a specific peace in watching an AI agent execute a multi-step workflow while you just sit back. If I’m still manually moving data between apps in 2024, I’m doing it wrong. Automate the boring, build the cool. 🛠️ #AIAgents #Automation #DevLife
When you’re building AI agents, where do you draw the line between "helpful automation" and "over-engineered bloat"? Are you favoring complex, multi-step chains or keeping it simple with focused, single-purpose tools? #BuildInPublic #AI #Automation
For web automation, are you still leaning on rigid selectors (IDs/classes) that break every time the UI updates, or have you fully committed to AI-based element targeting? I’m curious to see what’s actually reliable in production. #WebAutomation #AI
Stop manually moving data between apps. Build a simple webhook trigger in Make or Zapier to push form responses directly into your Notion database. One afternoon of setup saves hours of boring "copy-paste" work every week. 🤖✨ #NoCode #Automation
Nothing beats the feeling of watching a headless browser flawlessly execute a multi-step frontend workflow while you grab coffee. Spent 3 hours automating a 5-minute task today—it’s not "overkill," it’s building a system. ☕️🤖 #WebAutomation #BuildInPublic #DevLife
Just spent an hour refactoring a messy Make scenario into a cleaner modular setup. Remember: if your automation workflow looks like a bowl of spaghetti, it’s time to break it into sub-scenarios. Your future self will thank you. 🍝 #Automation #DevLife
Nothing beats replacing a boring 20-minute manual UI task with a quick automation script. Watching the browser run on autopilot while I grab coffee is pure dev therapy. Just hope the selectors don't change tonight! ☕️🤖 #WebAutomation #BuildInPublic #DevLife
Just finished wiring a custom RAG agent that summarizes my Slack mentions and drafts replies. Stop spending your morning triaging—let the LLM do the heavy lifting while you focus on shipping. The workflow is finally feeling buttery smooth. 🤖🚀 #AI #Automation
Stop using hard timeouts in your web scrapers. 🛑 Instead, use "Wait for Selector" or "Network Idle" states in Playwright. It makes your frontend workflows way more resilient to lazy loading and slow API calls. Build for stability, not just speed. #WebAutomation #Playwright #Bui
Stop manually moving data between apps. Set up a Webhook in Make or Zapier to catch form submissions, parse them with GPT-4, and pipe them directly into your CRM. One afternoon of setup saves you hours of busywork every week. 🛠️ #automation #nocode
The shift from "code everything" to "orchestrating AI agents" is real. We’re moving from building rigid pipelines to designing systems that reason. Tools like LangGraph and n8n are becoming the new IDEs for modern infra. The future is agentic. 🤖💻 #AI #Automation #BuildInPublic
Which tool do you find yourself reaching for first when you need to glue two disconnected APIs together? Are you team n8n for the control, or stick to Zapier/Make for the speed of deployment? Let’s discuss. 🛠️ #Automation #NoCode #BuildInPublic
We’ve moved past simple prompts. Who's actually building multi-step agentic workflows for their daily grind? What’s one manual process you’ve successfully offloaded to an LLM chain or no-code agent recently? 🛠️ #AIagents #Automation #LLMs
We’re moving from "chatting with AI" to "AI executing end-to-end workflows." For those building agents right now: what’s your biggest hurdle—the orchestration logic, error handling, or getting the agent to reliably follow instructions? #AI #Automation
What’s the one tool you wish had a better API for your automation stacks? I’m tired of working around clunky webhooks—curious what’s currently causing the biggest friction in your dev workflows. Let’s discuss. 🛠️ #BuildInPublic #Automation #DevTools
Stop fighting messy data. Use an LLM as a "semantic filter" before it hits your DB. Set it to structured JSON mode to turn raw text into clean, schema-ready objects for your no-code stack. Pure workflow magic. 🛠️✨ #AI #Automation #NoCode
Shift alert: We're moving from "Chat with PDF" to "LLM as Orchestrator." The real value isn't the prompt—it's function calling. Connecting models to live tools turns a bot into a teammate that actually executes. That’s the 2024 alpha. 🤖 #AI #Automation #DevLife
What’s your current go-to for DOM interaction in automation? Are you sticking with Playwright/Puppeteer, or have you fully transitioned to AI-native agents that handle selectors dynamically? Curious how the reliability stacks up for you. 🤖 #webautomation #AI #dev
The shift from "if-this-then-that" to agentic workflows is real. We’re moving away from simple linear zaps toward autonomous loops that reason and iterate. If your flows aren't handling state or decision-making yet, you're missing the next wave. 🤖 #AI #Automation
Stop hardcoding your API keys in your automation scripts. Use a Secret Manager or `.env` files with a local `.gitignore`. It’s a 2-minute setup that saves you from a massive security headache down the road. Stay secure, build faster. 🔒💻 #DevOps #Automation
Is there anything more satisfying than deleting a manual 'To-Do' because you finally scripted the browser to do it for you? Watching those headless tabs work in the background feels like having a superpower. 🤖💻 #WebDev #Automation #BuildInPublic
Stop manually moving data between apps. Use an LLM agent to parse unstructured emails into structured JSON before pushing them to your CRM via webhooks. It turns hours of manual entry into a background process that just works. #Automation #AI #NoCode