Activity
Mon
Wed
Fri
Sun
Jun
Jul
Aug
Sep
Oct
Nov
Dec
Jan
Feb
Mar
Apr
May
What is this?
Less
More

Owned by Balazs

Memberships

Free Linux Course

4.7k members • Free

School Of Challenges

3.5k members • Free

Tech Snack | Vibe Coding & AI

18.9k members • Free

Synthesizer: Free Skool Growth

42.2k members • Free

AZDevOpsDojo

78 members • Free

Home Lab Explorers

1.5k members • Free

LastDevOps Academy

341 members • Free

Momentum Society

1.7k members • Free

Viral Coach Training Material

24.9k members • Free

14 contributions to AI Automation Society
Nate Herk on Youtube is a beast
I just realized that Nate Herk's channel on Youtube is absolutely dominating the AI niche. Here's a chart comparing his views data with Nick Saraev. With the other AI guys... Nate is basically incomparable. At least the comparison makes some sense with Nick. Why do you think this is? What is Nate's secret?
Nate Herk on Youtube is a beast
What content makes you want to hire?
Please only answer if you make more than $10K per month! I am curious what content on social media made you recently want to hire the creator. The kind of content that makes your eyes pop out a little and think “oh shit, this guy is smart, I want to work with him, he can help me”. It could be for a role as employee, or a subcontract, whatever. I just want to see the pattern, what makes creators stand out in this sense, what triggers the instant trust.
Built Document Sorting Chaos into $2,100/Month Recurring Revenue
Client: "We have 50,000 mixed documents in one folder. Need them sorted by type. Budget: Whatever it takes." THE DIGITAL HOARDER SITUATION - 15 years of accumulated documents - Insurance claims, medical records, contracts, invoices, receipts - No naming convention - No folder structure - Previous attempts failed: "Too complex for interns" THE CHAOS CLASSIFICATION n8n WORKFLOW (12 nodes) Document ingestion (Nodes 1-2): - Batch folder processing - File format detection and validation Content analysis (Nodes 3-6): - Full document text extraction - Keyword density analysis - Layout pattern recognition - Financial data detection Classification engine (Nodes 7-9): - Machine learning document categorization - Confidence scoring per category - Multi-label classification (document can be multiple types) Organization system (Nodes 10-12): - Automated folder creation - File naming standardization - Duplicate detection and handling - Processing log and reporting BUILD AND DEPLOYMENT Development time: 6 hours Testing with sample chaos: 4 hours Full deployment: 2 hours Client training: 1 hour THE SORTING RESULTS 50,000 documents processed in 8 hours: - Medical records: 12,400 documents - Insurance claims: 8,700 documents - Contracts: 6,200 documents - Invoices: 9,800 documents - Receipts: 7,300 documents - Miscellaneous: 5,600 documents Classification accuracy: 94.7% Manual review needed: 2,650 documents (5.3%) Client satisfaction: "Life-changing" THE RECURRING OPPORTUNITY Monthly document volume: 2,000+ new mixed documents Ongoing sorting service: $2,100/month Processing time: 30 minutes monthly Profit margin: 96% THE TEMPLATE EXPANSION "Document Chaos Classifier" deployed for: - Law firms with discovery document dumps - Accounting firms with client record archives - Real estate companies with property files - Medical practices with patient record conversions Deployment variations: - Legal: Contract vs discovery vs correspondence - Accounting: Receipts vs invoices vs tax documents
3 likes • Oct '25
I might be able to create a cheaper alternative, making your projects more scalable. There is a tool called docling that can process man different documents, and I can create a custom api using docling, it will be much cheaper than AI providers on a “per document” basis. If you are financially restricted, I can do it for free just to build a potential for future partnerships :) but based on your social posts, you seem like a well funded type of guy, and I could use a $1500 fee right now as I got fired from my day job 3 days ago as a Senior DevOps Engineer :( Let me know what you think! If you are processing documents in large quantities this often, I think there is a huge ROI for you even if you pick the paid version of my offer :D
2 likes • Oct '25
@Duy Bui fair and square! thank you for the info. One more question if u dont mind: docling less accurate with PDFs rendered as image, or also with characters?
Accounting Workflow Automator
Hey guys! Wanted to see if anyone has worked on an accounting workflow that has worked and is highly accurate. I have seen some workflows that are sometimes inaccurate and since accountants require almost complete accuracy when working with client information, what workflows have some of you provided that has close to no errors and requires only some human analysis/correction.
2 likes • Oct '25
The guys I'm working together with on voice AI agents have built and sold some financial data related solutions. Based on your description, this issue with accuracy is not present there. However, this depends on a lot of things. For example, if the data is scanned with a camera, that's different that digitally native data even if it's unstructured (such as PDFs). If you'd like to get some help with a very specific issue, based on specific input/output/logic, I'd love to help!
Which voice system is the best to use voice agent in-outbound calling?
building a voice .- call agent which can Take orders, - and handle inbound/outbound calling. - make an appointment, - send email, delete, etc.. - update the CRM, - send invoice and places the order to logistics Which voice call system is the best to use and the cheapest one? - vapi - Elevenlabs - Retellai Thank you for the help - feedback
2 likes • Oct '25
I'm working in an agency that is still in its infancy state, but specializes in voice agents. My colleague who has built and sold multiple AI voice agents already, used VAPI primarily and now considering Retell. My opinion as a Senior Software Engineer with an enterprise "yes-code" background: the entire market is still in an early stage, just like the technology itself. There are no real incumbents yet. Any voice AI company created today may very well become the best of all of them within a 2 year timeframe. That being said, I assume your intention is to find the best and focus your learning and experience building on that specific technology, to be efficient over time. That is a great idea, however, considering the current state of the market, you might be better off trying multiple of them, and compare/evaluate yourself. Of course, this depends on how much extra time you have, but if you want to play the long game, this could be a great approach.
1 like • Oct '25
@Frank van Bokhorst "following" means: they just drop a comment to your post, as a placeholder, so that any other comments to the same post will pop up in their notifications. They are curious about the rest of the comments, but they don't want to manually search for your post over and over again.
1-10 of 14
Balazs Pukli
4
80points to level up
@balazs-pukli-2437
Senior DevOps Engineer + Your typical AI bro — but with yes‑code roots.

Active 9d ago
Joined Oct 1, 2025
Szekszárd, Hungary
Powered by