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18 contributions to AI Automation Society
For Hire (AI & Automation Specialist)
Hello, I'm looking for someone to connect or work with. I am an AI & Automation Specialist. I've built multiple reliable automation system that I still currently use for generating leads, following up, and onboarding clients for my own business. These include the following automation that i've made: - Cold Email Outreach Automation - Automated Linkedin DM - Content Repurposing This is just the tip of the iceberg, I've also built automations for onboarding clients, and mainly CRM follow-ups and nurturing. My automation portfolio if you wanna know more: https://www.notion.so/Automation-Portfolio-2d7119d5fbea804abb3ccf687e807363 I'm looking forward on working for free until the guaranteed agreed-upon result are met. Let's say for a example, I guarantee you 10+ qualified leads every month, If it works, you pay. If not, I'll continue working for free until it'll eventually works. I do varieties of pricing depending on the agreement. 1. Project-based pricing 2. Recurring retainer based (Usually for lead generation) 3. Commission based pricing (Get paid for each qualified lead that client close) If you're quite interested on working with me & for integrating AI & Automation into your business. Just DM me directly here or email me at eryxzero123@gmail.com
1 like • Jan 12
@Eryx Zero Solid approach. What stands out is that you’re focusing on outcomes and reliability, not just flashy automations. The “work-for-results” model is refreshing, especially for founders who’ve been burned by setups that look good on paper but don’t convert. Curious to hear more about how you validate lead quality over volume that’s usually where most automations either win or fall apart.
#WorkflowOptimization
Hey everyone! I’ve been refining my personal automation stack lately experimenting with different AI tools, testing small workflow tweaks, and trying to figure out which automations actually save time versus which ones just look cool on paper. I’m curious what automations have made the biggest impact for you. Is there a workflow, prompt structure, integration, or tool combo that noticeably boosted your productivity or reduced repetitive tasks? Would love to hear what’s been working in your setup. Always excited to learn from the creative systems people build.
3 likes • Dec '25
@Richard James Love this question — a lot of automations do look impressive but don’t actually move the needle. For me, the biggest gains came from focusing on decision reduction, not just task automation. A few things that made a real difference: - Using AI mainly as a router (classify → decide next action) rather than as a generator everywhere. - Standardized prompt templates + schemas so outputs are predictable and reusable across workflows. - Event-driven automations (triggers on state changes) instead of cron-based “check everything” flows. - One solid feedback loop (logging + quick evaluation) rather than stacking more tools. Once those were in place, adding new tools actually became easier instead of more complex. Curious — are you optimizing more for speed, cognitive load, or reliability right now?
1 like • Jan 5
@Richard James Well said. Treating automations as decision filters instead of raw executors changes everything. Predictability and reliability are what actually compound over time speed without control usually just adds noise. Optimizing for low cognitive load is an underrated advantage.
What open source AI automation tools are you using?
Thankfully, by 2025 we already had open-source, self-hostable AI tools that were comparable to—or better than—any Western, over-marketed, overpriced AI SaaS being pushed by AI drifters. Share your tools and tech stack, and show just how free from pay-to-use platforms someone can be in 2026.
1 like • Jan 3
@Henry N Fully agree. The biggest shift is realizing how much you can self-host now without sacrificing quality. Smaller, specialized open-source models + good orchestration often outperform bloated SaaS tools. My current bias is toward stacks that combine: - local or self-hosted LLMs for reasoning - open-source media tooling (audio/video) - lightweight automation/orchestration instead of monolithic platforms The freedom comes from owning the pipeline end-to-end cost control, privacy, and the ability to customize workflows to real use cases. Curious what others here are running locally in 2026.
What AI Automation Taught Me About Scaling Without Burning Out
One thing that’s become very clear while working with AI-assisted systems is that automation isn’t about doing everything automatically it’s about removing friction from repeatable work. The biggest gains usually come from: - designing workflows that don’t break when volume increases - focusing on clean inputs and measurable outputs - letting AI handle execution while humans handle direction When automation is built this way, growth becomes more predictable and sustainable without relying on shortcuts or constant manual effort. Curious to hear how others here are balancing automation vs control in their systems. Always interesting to see different approaches inside this community.
some help
is it possible to scrape facebook groups I'm admin in ,and take the posts image and text and reposts them in another facebook groupes
some help
0 likes • Jan 2
@Mohamed Essabbar No, not directly or safely.Even if you’re an admin, scraping posts/images from Facebook groups and reposting them automatically to other groups goes against Facebook’s Terms of Service and can lead to account or group restrictions. If you want to repost content, the safer options are: - manual reposting with permission - using Facebook’s native share features - or repurposing your own original content Automation around Facebook needs to be handled very carefully to avoid bans.
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Imtinan Khan
3
10points to level up
@imtinan-khan-7814
YouTube Automation | Faceless Channels Helping creators scale monetization-safe channels with full A–Z automation.

Active 8d ago
Joined Dec 30, 2025
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