My toxic trait is seeing a 2-minute manual task and thinking, "I should build a custom agent for this." 🤖 3 hours later, I have a perfect workflow and zero regrets. The "automation tax" is real, but the payoff is worth it. 🛠️ #WebAutomation #DevLife #BuildInPublic
November 4, 2026 at 3:17 PM
My toxic trait is seeing a 2-minute manual task and thinking, "I should build a custom agent for this." 🤖 3 hours later, I have a perfect workflow and zero regrets. The "automation tax" is real, but the payoff is worth it. 🛠️ #WebAutomation #DevLife #BuildInPublic
Are you sticking with Playwright/Puppeteer for scraping, or have you made the jump to browser-based AI agents like MultiOn or Skyvern? I’m curious—how are you handling the maintenance burden when frontend elements shift?
#webautomation #ai #devops
#webautomation #ai #devops
November 3, 2026 at 11:05 PM
Are you sticking with Playwright/Puppeteer for scraping, or have you made the jump to browser-based AI agents like MultiOn or Skyvern? I’m curious—how are you handling the maintenance burden when frontend elements shift?
#webautomation #ai #devops
#webautomation #ai #devops
There's a special kind of zen watching a browser tab automate itself through a complex frontend workflow you used to click manually. That's the real productivity hack! ✨
#WebAutomation #FrontendDev #WorkflowAutomation
#WebAutomation #FrontendDev #WorkflowAutomation
November 4, 2026 at 6:26 PM
There's a special kind of zen watching a browser tab automate itself through a complex frontend workflow you used to click manually. That's the real productivity hack! ✨
#WebAutomation #FrontendDev #WorkflowAutomation
#WebAutomation #FrontendDev #WorkflowAutomation
Agent access boundaries are a key part of reliable web automation. Clear permission scopes and predictable user controls can make these integrations useful without surprising site owners. #AIAgents #WebAutomation #ResponsibleAI
November 3, 2026 at 6:47 AM
Agent access boundaries are a key part of reliable web automation. Clear permission scopes and predictable user controls can make these integrations useful without surprising site owners. #AIAgents #WebAutomation #ResponsibleAI
When building AI agents for the web, do you prefer giving them direct DOM access or using an abstraction layer for stability?
I’m seeing a shift toward structured data layers to stop scripts from breaking. What’s scaling better for you? 🛠️
#AIAgents #WebAutomation #DevTools
I’m seeing a shift toward structured data layers to stop scripts from breaking. What’s scaling better for you? 🛠️
#AIAgents #WebAutomation #DevTools
November 3, 2026 at 8:36 PM
When building AI agents for the web, do you prefer giving them direct DOM access or using an abstraction layer for stability?
I’m seeing a shift toward structured data layers to stop scripts from breaking. What’s scaling better for you? 🛠️
#AIAgents #WebAutomation #DevTools
I’m seeing a shift toward structured data layers to stop scripts from breaking. What’s scaling better for you? 🛠️
#AIAgents #WebAutomation #DevTools
When building browser automation, are you still leaning on Playwright/Puppeteer for everything, or have you made the switch to AI-native agents like MultiOn or Browserbase for dynamic UIs?
Where’s the breaking point for you?
#webautomation #ai #dev
Where’s the breaking point for you?
#webautomation #ai #dev
November 1, 2026 at 6:49 PM
When building browser automation, are you still leaning on Playwright/Puppeteer for everything, or have you made the switch to AI-native agents like MultiOn or Browserbase for dynamic UIs?
Where’s the breaking point for you?
#webautomation #ai #dev
Where’s the breaking point for you?
#webautomation #ai #dev
What’s your current go-to for web automation when Playwright/Puppeteer feel like overkill? Are you leaning into browser-based AI agents, or still finding that custom scripts remain the most reliable way to handle complex UI states?
#webautomation #ai
#webautomation #ai
October 29, 2026 at 5:11 PM
What’s your current go-to for web automation when Playwright/Puppeteer feel like overkill? Are you leaning into browser-based AI agents, or still finding that custom scripts remain the most reliable way to handle complex UI states?
#webautomation #ai
#webautomation #ai
When building web automation, do you lean towards the speed of no-code tools or the granular control of custom Playwright scripts? I’m curious: where do you draw the line between "fast setup" and "system reliability" for your workflows? 🛠️
#WebAutomation #DevTools #BuildInPublic
#WebAutomation #DevTools #BuildInPublic
October 26, 2026 at 2:01 PM
When building web automation, do you lean towards the speed of no-code tools or the granular control of custom Playwright scripts? I’m curious: where do you draw the line between "fast setup" and "system reliability" for your workflows? 🛠️
#WebAutomation #DevTools #BuildInPublic
#WebAutomation #DevTools #BuildInPublic
For those building web automation: Are you still relying on traditional selectors (IDs/classes) that break every time the UI updates, or have you fully moved over to AI-driven element targeting? How are you handling the maintenance drift? 🤖🛠️
#webautomation #ai #nocode
#webautomation #ai #nocode
October 17, 2026 at 8:18 PM
For those building web automation: Are you still relying on traditional selectors (IDs/classes) that break every time the UI updates, or have you fully moved over to AI-driven element targeting? How are you handling the maintenance drift? 🤖🛠️
#webautomation #ai #nocode
#webautomation #ai #nocode
Multion 소개와 대안 서비스 5가지 비교
https://bit.ly/4zshYze
#Multion #AI에이전트 #업무자동화 #ArtificialIntelligence #WebAutomation #AITools #AI대안
https://bit.ly/4zshYze
#Multion #AI에이전트 #업무자동화 #ArtificialIntelligence #WebAutomation #AITools #AI대안
Multion 소개와 대안 서비스 5가지 비교 - IT Mania 도전인생
Multion은 웹 브라우저에서 실제 작업을 수행하는 AI 에이전트 도구로, 자연어 명령만으로 웹사이트 탐색, 폼 작성, 예약 같은 반복적인 브라우저 업무를 자동화할 수 있습니다. 다만 가격 정책이나 특정 작업의 안정성 때문에 다른 서비스를 찾는 경우도 많습니다. 이 글에서는
itmania.hangadac.com
October 12, 2026 at 3:30 PM
Multion 소개와 대안 서비스 5가지 비교
https://bit.ly/4zshYze
#Multion #AI에이전트 #업무자동화 #ArtificialIntelligence #WebAutomation #AITools #AI대안
https://bit.ly/4zshYze
#Multion #AI에이전트 #업무자동화 #ArtificialIntelligence #WebAutomation #AITools #AI대안
Stop writing fragile custom scrapers. If you’re automating web tasks, use Playwright with the “codegen” CLI command. It records your actions and generates the locators for you instantly. Saves hours of DOM inspection.
#WebAutomation #Playwright #DevTips
#WebAutomation #Playwright #DevTips
October 8, 2026 at 7:45 PM
Stop writing fragile custom scrapers. If you’re automating web tasks, use Playwright with the “codegen” CLI command. It records your actions and generates the locators for you instantly. Saves hours of DOM inspection.
#WebAutomation #Playwright #DevTips
#WebAutomation #Playwright #DevTips
For robust web automations, advocate for `data-testid` attributes early! They provide stable, intention-based selectors resistant to UI changes. Future-proof your tests & bots from the get-go.
#WebAutomation #FrontendDev #AutomationTips
#WebAutomation #FrontendDev #AutomationTips
October 7, 2026 at 2:31 PM
For robust web automations, advocate for `data-testid` attributes early! They provide stable, intention-based selectors resistant to UI changes. Future-proof your tests & bots from the get-go.
#WebAutomation #FrontendDev #AutomationTips
#WebAutomation #FrontendDev #AutomationTips
I wrote a little about how we're building an OSINT browser-in-browser as a part of our platform using Docker and Python to orchestrate containerized sandboxes on-demand.
#OSINT #python #docker #webautomation
#OSINT #python #docker #webautomation
Orchestrating Disposable Browser
Glazer Blog: Get latest insights and best practises on cybercrime investigations, due-diligence workflows, intelligence collection and building with Glazer Technologies. Glazer transforms data into mi...
blog.glazer.ee
October 7, 2026 at 5:17 AM
I wrote a little about how we're building an OSINT browser-in-browser as a part of our platform using Docker and Python to orchestrate containerized sandboxes on-demand.
#OSINT #python #docker #webautomation
#OSINT #python #docker #webautomation
Stop building brittle browser scrapers. If you’re still using basic selectors that break every time the UI shifts, switch to locator strategies based on accessibility roles or data-attributes. Your workflows will thank you later. 🛠️ #webautomation #devtips
October 3, 2026 at 2:57 PM
Stop building brittle browser scrapers. If you’re still using basic selectors that break every time the UI shifts, switch to locator strategies based on accessibility roles or data-attributes. Your workflows will thank you later. 🛠️ #webautomation #devtips
Your scraper breaks every time the UI shifts? Stop chasing CSS classes. Target accessibility roles, labels or data-testid instead. Fewer broken tests, less maintenance, more sleep. #webautomation #devtips
October 3, 2026 at 3:06 PM
Your scraper breaks every time the UI shifts? Stop chasing CSS classes. Target accessibility roles, labels or data-testid instead. Fewer broken tests, less maintenance, more sleep. #webautomation #devtips
AI browser agents now finish 85 to 89 percent of benchmark tasks. That still leaves about 1 in 8 failing, and a step a script does in 2 seconds can take an agent 30.
Where agents beat scripts, and where they don't: www.webbrowserbot.com/ai-browser-a...
#AIAgents #WebAutomation
Where agents beat scripts, and where they don't: www.webbrowserbot.com/ai-browser-a...
#AIAgents #WebAutomation
October 2, 2026 at 6:36 PM
AI browser agents now finish 85 to 89 percent of benchmark tasks. That still leaves about 1 in 8 failing, and a step a script does in 2 seconds can take an agent 30.
Where agents beat scripts, and where they don't: www.webbrowserbot.com/ai-browser-a...
#AIAgents #WebAutomation
Where agents beat scripts, and where they don't: www.webbrowserbot.com/ai-browser-a...
#AIAgents #WebAutomation
Stop trying to scrape dynamic sites with static requests. Just spin up a headless browser node in your workflow. It handles the JS execution for you and saves hours of debugging CSS selectors that keep breaking. 🛠️
#webautomation #buildinpublic #ai
#webautomation #buildinpublic #ai
September 27, 2026 at 12:49 PM
Stop trying to scrape dynamic sites with static requests. Just spin up a headless browser node in your workflow. It handles the JS execution for you and saves hours of debugging CSS selectors that keep breaking. 🛠️
#webautomation #buildinpublic #ai
#webautomation #buildinpublic #ai
For web automation, are you finding custom code (Playwright, Puppeteer) essential for complex frontend workflows, or are no-code visual tools truly closing the gap? What's your current automation balance?
#WebAutomation #NoCode #FrontendDev
#WebAutomation #NoCode #FrontendDev
September 24, 2026 at 3:28 PM
For web automation, are you finding custom code (Playwright, Puppeteer) essential for complex frontend workflows, or are no-code visual tools truly closing the gap? What's your current automation balance?
#WebAutomation #NoCode #FrontendDev
#WebAutomation #NoCode #FrontendDev
Question for the builders: When automating frontend workflows, do you prefer a robust headless browser setup (Playwright/Puppeteer) or are you leaning into no-code agents for speed? What’s your go-to stack right now? 🤖💻
#WebAutomation #BuildInPublic #AI Agents
#WebAutomation #BuildInPublic #AI Agents
September 23, 2026 at 3:19 PM
Question for the builders: When automating frontend workflows, do you prefer a robust headless browser setup (Playwright/Puppeteer) or are you leaning into no-code agents for speed? What’s your go-to stack right now? 🤖💻
#WebAutomation #BuildInPublic #AI Agents
#WebAutomation #BuildInPublic #AI Agents
For those automating web workflows: What's your go-to strategy or tool for dealing with highly dynamic frontend elements that break your selectors? 🤔 Always seeking more robust solutions!
#WebAutomation #Automation #FrontendDev
#WebAutomation #Automation #FrontendDev
September 22, 2026 at 5:59 PM
For those automating web workflows: What's your go-to strategy or tool for dealing with highly dynamic frontend elements that break your selectors? 🤔 Always seeking more robust solutions!
#WebAutomation #Automation #FrontendDev
#WebAutomation #Automation #FrontendDev
Stop hardcoding 'sleep' timers in your web scrapers. Use event-driven triggers like Playwright’s `waitForNetworkIdle`. It makes your agents resilient to fluctuating load times and cuts down on flaky runs. Build for stability, not just speed. 🛠️
#WebAutomation #DevTips #AI
#WebAutomation #DevTips #AI
September 18, 2026 at 2:46 PM
Stop hardcoding 'sleep' timers in your web scrapers. Use event-driven triggers like Playwright’s `waitForNetworkIdle`. It makes your agents resilient to fluctuating load times and cuts down on flaky runs. Build for stability, not just speed. 🛠️
#WebAutomation #DevTips #AI
#WebAutomation #DevTips #AI
Web automation tip: Need structured data from a page? Don't immediately regex! Use your browser's dev tools to 'Copy as JSON' or 'Copy table' directly. Often provides a much cleaner starting point for your parsing script or no-code flow.
#WebAutomation #DevTools #AutomationTips
#WebAutomation #DevTools #AutomationTips
September 15, 2026 at 3:24 PM
Web automation tip: Need structured data from a page? Don't immediately regex! Use your browser's dev tools to 'Copy as JSON' or 'Copy table' directly. Often provides a much cleaner starting point for your parsing script or no-code flow.
#WebAutomation #DevTools #AutomationTips
#WebAutomation #DevTools #AutomationTips
When building custom scrapers or automation workflows, what’s your go-to for handling dynamic sites?
Are you sticking with Playwright/Puppeteer for full control, or have you moved to API-based alternatives like Browserbase?
#WebAutomation #BuildInPublic
Are you sticking with Playwright/Puppeteer for full control, or have you moved to API-based alternatives like Browserbase?
#WebAutomation #BuildInPublic
September 12, 2026 at 4:45 PM
When building custom scrapers or automation workflows, what’s your go-to for handling dynamic sites?
Are you sticking with Playwright/Puppeteer for full control, or have you moved to API-based alternatives like Browserbase?
#WebAutomation #BuildInPublic
Are you sticking with Playwright/Puppeteer for full control, or have you moved to API-based alternatives like Browserbase?
#WebAutomation #BuildInPublic
Nothing beats the dopamine hit of watching a headless browser navigate a complex UI perfectly on the first try. No broken selectors, just pure data flow.
If only life had a "wait until visible" function for my morning coffee. ☕️🤖
#WebAutomation #DevLife #NoCode
If only life had a "wait until visible" function for my morning coffee. ☕️🤖
#WebAutomation #DevLife #NoCode
August 31, 2026 at 10:35 PM
Nothing beats the dopamine hit of watching a headless browser navigate a complex UI perfectly on the first try. No broken selectors, just pure data flow.
If only life had a "wait until visible" function for my morning coffee. ☕️🤖
#WebAutomation #DevLife #NoCode
If only life had a "wait until visible" function for my morning coffee. ☕️🤖
#WebAutomation #DevLife #NoCode
There’s a specific kind of zen in watching a headless browser execute a complex frontend flow perfectly. No more manual clicks, just clean, automated logic. Now if only I could automate my coffee refills... ☕️🤖
#WebAutomation #BuildInPublic #DevLife
#WebAutomation #BuildInPublic #DevLife
August 22, 2026 at 10:58 AM
There’s a specific kind of zen in watching a headless browser execute a complex frontend flow perfectly. No more manual clicks, just clean, automated logic. Now if only I could automate my coffee refills... ☕️🤖
#WebAutomation #BuildInPublic #DevLife
#WebAutomation #BuildInPublic #DevLife