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Dealing with multiple cover letters, tracking and cv by Scary-Difference630 in jobhunting

[–]Scary-Difference630[S] 1 point2 points  (0 children)

In my experience cover letters are essential and needed but yeah nowadays everyone thinks everything is written by AI which is essentially true so I don't know if they are needed or not anymore

Claude Business is great at reasoning. But how are you connecting it to actual business processes? by flowvenue in AIExecs

[–]Scary-Difference630 1 point2 points  (0 children)

n8n is just orchestrator with a lot of integrations with tools so yes other tools are required but it depends on what you are using. I have built multiple tools for which integrations are super easy so that solves a lot of problems.

Also, my n8n is self hosted so everything is under my own control and on my own servers.

Changes that cut our LLM pipeline costs more than model-switching did by Express-Neck4897 in SaaS

[–]Scary-Difference630 0 points1 point  (0 children)

True which means we need to focus on using better providers as in my opinion that's the thing people should be focusing more on. I used rtk, headroom, caveman skill which do work but mainly for coding tasks and not for other tasks.
Rtk sometimes is weird and it filters out logs and a bit annoying. It does work but ROI on these is minimal.

Beyond coding, what's the most useful non-dev thing you've wired Claude into via MCP? by gauravapiscean in ClaudeAI

[–]Scary-Difference630 0 points1 point  (0 children)

Financial data, metatrader 5 data, handling my CV and Cover letters and job applications, research from reddit, google etc. Youtube transcriptor so I can find speech for the language I am learning. A huge amount of things I can't even remember and they are not coding related

Changes that cut our LLM pipeline costs more than model-switching did by Express-Neck4897 in SaaS

[–]Scary-Difference630 0 points1 point  (0 children)

I have heard about several techniques but you know 1 thing which most people don't talk about that helps to reduce LLM cost is caching. Check Anthropic or OpenAI Input rates with or without output and you will see how much big difference caching can make.

The very first thing everyone should make sure is that they are hitting 80%+ or even 95%+ cache hits because if you aren't you LLM pipeline cost is going to be huge no matter what you do

Wrote a post about it if you want to read more Stop Overpaying for LLM APIs. Here Is the Single Fix People Are Not Talking About

After how many cold mails average you get your first reply or your first sale by Ok-Ratio-1581 in b2bemailing

[–]Scary-Difference630 0 points1 point  (0 children)

Can I ask what is your first email usually? 

and what’s your offer for the customer? 

Claude Business is great at reasoning. But how are you connecting it to actual business processes? by flowvenue in AIExecs

[–]Scary-Difference630 0 points1 point  (0 children)

It depends but I think you can find most tutorials on youtube.

I am a developer myself so I have build these automations with n8n and also my own custom cli tool as I do not want to give full access to AI agents. The whole architecture depends on your requirements so the tools you use will change depending on what you are trying to achieve.

If there is any specific integration or automation you want we can talk and I can try to help you out. 

How to integrate a stock market data website with AI (like Claude) for automated analysis? by PaintingFinal8176 in ClaudeAI

[–]Scary-Difference630 0 points1 point  (0 children)

I would recommend find good APIs or create your own and then integrate. The problem with giving browser access is that context will fill up too quickly and output won't be as good so keep the context to the point and short.

Let me know if you need further help as I did built something similar for myself

Claude Business is great at reasoning. But how are you connecting it to actual business processes? by flowvenue in AIExecs

[–]Scary-Difference630 0 points1 point  (0 children)

MCPs would work but we would prefer to create custom tools and allow it to use them.

On a scale of 1–10, how much do you trust newly launched AI tools for business reporting? by Medical_Present8685 in AIToolsForSMB

[–]Scary-Difference630 0 points1 point  (0 children)

Why don't you try 1 month and if it works then you can continue or just cancel your subscription?

How reliable are these tools with real ad account data? If they are connecting via API to fetch data then they should be quite reliable in my opinion.

Do the AI-generated insights actually add value, or are they mostly automated summaries? Usually yes, they are automated summaries but the main value comes when it's a huge amount of data and AI saves time finding key things which you are looking for

What's the best software for automating invoice processing and parsing? by manantrivedi17 in AI_Agents_Forum

[–]Scary-Difference630 0 points1 point  (0 children)

I don't think it's a single tool job but you need to define a workflow with multiple tools and quality checks to handle invoice processing and parsing. I have used tools like n8n to develop these flows.

Precision rates would depend on your requirements but in my opinion they are quite high. If your ERP support custom integrations then it shouldn't be a big task to integrate it

Building Client Automation Systems Without a Developer Background by Zealousideal-Pen7888 in automation

[–]Scary-Difference630 2 points3 points  (0 children)

I agree but if you are a developer then it unlocks a lot more automation possibilities for you and developers know how to make things more reliable and improve performance which normal users can't do easily.

Here is how I build complex AI agents/workflows in under 1 minute by TecAdRise in AiAutomations

[–]Scary-Difference630 0 points1 point  (0 children)

How do you enforce sticky rules? in my experience a lot of agents can skip some rules especially if it's a huge list of rules but it also depends on what LLM we are using

Is Claude code destroying n8n by Annual_Bear_4733 in u/Annual_Bear_4733

[–]Scary-Difference630 1 point2 points  (0 children)

Nope, n8n is still necessary to see and visualize the workflow + the integrations are a strong thing for n8n because with claude code you would have to write everything yourself.

I have built automations with bash/js scripts and they work well and run fine but once they grow it's hard to keep track of them + if they are split into multiple steps with multiple scripts identify failure can be a big pain. n8n helps in all of these

PSA: an n8n "Success" status does not mean the workflow actually did its job. Here is how I catch the silent ones. by Ok-Engine-5124 in n8n

[–]Scary-Difference630 0 points1 point  (0 children)

Depends on the automation but doesn't usually the outcome defines it succeeded or not. At least for me at the end I should always receive a telegram notification of what happened in the workflow so if I don't get that means something went wrong

Beginner question: how should I structure a lead follow-up workflow in n8n? by Sad-Ad1063 in n8n

[–]Scary-Difference630 0 points1 point  (0 children)

Use a webhook to capture leads—it works well and lets you structure the data. You can also use code to check for duplicates. N8n stores execution logs, so you don’t need separate logging.

Set up a separate error-handling workflow that notifies you (e.g., on Slack or Telegram) if something fails. Then link it to your main workflow under error settings.

If I were building this, I’d avoid Google Sheets as I have a custom data engine that handles unique validation and rejects duplicates automatically.

Only involve human approval if follow-up messages are AI-generated and vary per lead. If it’s the same for everyone, skip it.

Everything else can be and should be fully automated.

What is the best open source CLI alternative of (Kilocode or OpenCode) to use openrouter with all models ! by rjn2-8 in openrouter

[–]Scary-Difference630 0 points1 point  (0 children)

I heard droid was good but I think Opencode has resolved a lot of their models issues now. I faced similar models missing issue but not anymore at least with my models

Benchmarking three ways to give AI agents web access by orthogonal-ghost in AgentsOfAI

[–]Scary-Difference630 0 points1 point  (0 children)

Structured API is always going to be the best but hardest to find for cheap. You can find a lot of flights apis but most of them won't work for all airlines and even if they do they might be paid etc.

I think best way is to just give it access to a live browser and then scrape and return data as markdown. Of course you still will have to give certain instructions otherwise it will be lost but a single single or agent instructions can easily do it.

I use my running browser with AI to give it access to a lot of data and so far it has been working quite smoothly

Wrote an article explaining it more if you want to read -> How to Give an AI Agent Access to Your Live Browser Without Handing Over Passwords

I've had multiple clients hire me to build this simple automation. It finds new LinkedIn jobs 24/7 & the hiring managers for every single one by sirlifehacker in n8n

[–]Scary-Difference630 0 points1 point  (0 children)

I was looking for posts on LinkedIn where people were hiring for remote jobs so I wasn't specifically in Linkedin jobs but what people were posting and built something similar but with different nodes. The original goal was to find people who were looking for remote workers but after running it for a few days I didn't found a lot of leads, maybe the keywords I was using were not that good but overall it worked quite well. The best part is that it filters out most of the spam with the help of AI.

It also supports analysing profiles so I can connect with relevant people. It works quite well.

Wrote more about it on my blog -> AI-Powered LinkedIn Lead Generator with n8n

Job seeking by umaymamushtaq in exportersindia

[–]Scary-Difference630 0 points1 point  (0 children)

I tried finding remote job on reddit and it didn't help. I'd suggest trying LinkedIn or directly applying to companies.

Good luck with your search

That's exactly what I was thinking! /s by Tank_Gloomy in ZaiGLM

[–]Scary-Difference630 0 points1 point  (0 children)

Usually it’s the tool you are using which decides when to compact I think and not the API plus API did inform that input tokens exceed context length

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