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328 contributions to AI Automation Agency Hub
Built a niche LinkedIn automation bot for hospitality + healthcare content
🤖 LinkedIn Automated Content System — built and tested end-to-end Wanted to share a workflow I put together (n8n) for automating my LinkedIn content, niched down specifically to hospitality (hotels) and hospital/healthcare automation topics. How it works: 1. I send a topic to my Telegram bot (or trigger it manually for instant posts) 2. It filters out anything that's not hospitality/hospital-related — keeps the content strictly on-niche 3. Pulls real research/facts on the topic instead of hallucinating stats 4. Writes the post in my voice using Gemini 5. Generates a matching image 6. Sends me the preview on Telegram with two real buttons: ✅ Approve & Publish or ✏️ Request Changes — no typing needed 7. If I approve, it publishes straight to LinkedIn and confirms back on Telegram 8. If I ask for changes, it loops back for a revision A few things I learned building this: - Telegram's sendAndWait node with button-based approval is way cleaner than free-text replies - Photo captions on Telegram have a 1024-char limit — learned that the hard way - Free image generation (Pollinations.ai) works great for this, no OpenAI billing needed - Keeping the topic filter simple (a keyword regex) does 90% of the job for keeping content on-niche Happy to answer questions if anyone's building something similar!
Built a niche LinkedIn automation bot for hospitality + healthcare content
0 likes • 2h
@Kakuru Peter Thank you, that really means a lot! And great point — you're right, it's less about "AI replacing repetitive tasks" and more about it doing the heavy lifting while a human stays in the approval loop. That checkpoint is honestly what makes the whole thing trustworthy — it catches hallucinations before they go anywhere, instead of hoping the AI got it right the first time. Appreciate you thinking this through with me!
0 likes • 2h
@Atharva Ekbote Thanks! The approval step especially felt necessary once I actually started using it — I didn't want to fully trust an AI agent to publish on my behalf without a final human check, so having it wait for my okay before anything goes live made the whole thing feel a lot safer to run.
🚀 4 Days, One Automation: Cross-Posting to LinkedIn, Facebook & Instagram
4 days of wrestling with Meta's API, and it's finally alive. I built a system that takes ONE post and automatically cross-posts it — with real photos and videos — to LinkedIn, Facebook, and Instagram. No copy-pasting, no manual uploads, no "wait let me resize this for each platform." The automation part? Honestly the easy 20%. The other 80% was untangling Facebook Page linking, Instagram's new Business Login flow, permission scopes Meta renamed mid-setup, and figuring out why Instagram was rejecting my video (turns out it needs time to actually process media before publishing — nobody tells you that upfront 😅). It's running now — LinkedIn ✅ Facebook ✅ Instagram ✅. YouTube is next, still wiring that piece in. If you're deep in Meta API hell right now — I've probably hit the same wall. Happy to share what worked.
🚀 4 Days, One Automation: Cross-Posting to LinkedIn, Facebook & Instagram
2 likes • 12h
@Malik Ahmed Thank you! 🙌 Yes, getting the workflow itself working was one part, but the Meta permissions, account linking, and media handling definitely added another layer of complexity. Testing the photo and video flow was especially useful because there were a few platform-specific things to figure out along the way. Glad you noticed!
0 likes • 2h
@Atharva Ekbote Thank you, that really means a lot — and honestly you're right, the troubleshooting was 90% of the actual work. The automation logic itself was straightforward; the real grind was untangling Facebook Page permissions, Instagram's new login flow, and figuring out why Instagram wouldn't publish a video until I learned it needs time to process media first. None of that shows up in the final workflow, but it's where most of the time went.
Can I get clients without accelerator?
Hey I know accelerator is a great program but I want to know can I get first clients without it?
2 likes • 13h
Definitely. An accelerator can provide guidance, structure, and connections, but getting your first client is still possible without one. You can start by focusing on a specific niche, identifying a real problem, and reaching out directly to businesses with a clear solution. The first client may take some experimentation, but you can definitely start without an accelerator.
Voice Agent Offer Question
I'm trying to figure out the cleanest way to handle two parts of my offer. One, if a new lead hits the client CRM, what's the simplest and fastest way to get that lead into their specific GoHighLevel sub-account, or is there a better way than Make or Zapier? And two, how do you give the AI access to the client's real-time calendar availability, outside of GoHighLevel, so it books accurately without double bookings? For folks who've built something similar, what's the cleanest setup? Thank you
1 like • 14h
I think the real challenge here is making sure the voice agent always has the latest availability rather than just connecting it to the calendar once. I’d also keep the lead routing as simple as possible and make the client’s sub-account ID configurable so the same workflow can be reused for different clients. Would be interesting to see how others are handling the real-time calendar side.
How does your AI OS architecture look like? 🤔
Curious how people here are actually building their personal AI OS / agentic harness 🙂 My current setup is roughly: Local Codex instance + Notion as my operational AI brain (+ distilled into Obsidian) + Google Drive, with my important local folders/files synced to Drive in real time + GitHub (although quite poorly updated) On the VPS I run another Codex instance + Hermes. I’ve spent quite some time designing, organizing and populating my whole digital environment. At this point, my Notion is almost like an up-to-date digitalized version of my consciousness — projects, decisions, knowledge, ideas, systems and context — and Codex continuously keeps it updated and operational daily. Codex is currently my main go-to environment, while I still use Claude and Hermes separately. The next step I’m trying to solve is how to superpower all of this into one coherent system where Codex, Claude and Hermes work together, share context, hand tasks between each other and operate across both my Mac + VPS from one environment. For those building something similar: what does your architecture look like? Especially interested in how you handle: - local ↔ VPS control - shared memory/context - multiple agents/models - orchestration/routing - one unified interface vs separate tools Would love to see real setups, not just tool lists. 🙏
2 likes • 14h
This is a really interesting direction. I like the idea of treating the AI setup as an actual system rather than just using different AI tools separately. The part I’m most curious about is how you’ll handle shared context and task handoffs between Codex, Claude and Hermes without creating duplicate or conflicting information. Would be interesting to see how you structure that once you get it working
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Bharti Kaith
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557 points to level up
@bharti-kaith-2989
I am a Student in Md University Currently I am Pursuing BBA also doing a job as an audit manager who is Remote working job

Active 2m ago
Joined Jul 4, 2026
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