u/lazy_Principle__

6-person insurance agency. ran outbound on aircall for 3 months, then orum for 2 months. both have AI summary features that promise 95%+ accuracy and in practice deliver around 60-70%. our SDRs end up rewriting summaries half the time, which kills the productivity claim entirely.

the failure modes we see most: multi-speaker calls confuse the AI (any call with a spouse or partner on the line tanks accuracy), industry jargon gets transcribed phonetically not semantically, the summary is a chronological recap not an outcome record (useless for CRM activity logging), and accents push accuracy below 50% on our southern and midwest customers.

the thing none of the vendors talk about: most of these tools transcribe FIRST, summarize SECOND. so any transcription error compounds into the summary. anyone using a system where the LLM is fed structured CRM context BEFORE the call connects, so the summary at the end is contextual not just transcriptive? that's the angle i havent found in any of the major US vendors yet. curious if anyone has cracked this with a smaller or non-US player.

27 Male here, I have always believed that the best things in life are built with a bit of intention and a lot of patience. I spend most of my time in the world of software engineering and design which has taught me to appreciate a well thought out process. I am looking for a partner who is interested in taking the time to truly get to know one another rather than rushing into things. Kindness and emotional maturity are at the top of my list and I am hoping to find someone who is also non religious and values a stable lifestyle. When I am not working I tend to decompress with house music or gaming. If you are looking for a serious relationship with someone who is grounded and caring I would love to hear from you.

I started messing with ai agents end of last year and kept drowning in hype threads and random buzz around every new thing. I wanted something that worked without spending weeks guessing my way through it.

I build agents for my day job but I’m still super casual about the tools I reach for. None of this is fancy insider stuff. it’s just what made the whole thing feel doable instead of overwhelming.

GPTs were my first steady setup. OpenAI custom assistants make simple personal agents way less painful. you spin one up, tweak it a bit, and it handles most everyday tasks without needing to write a whole system. Could someone code a stronger one? sure, but for most people starting out, this route removes a ton of friction.

N8n became the thing I leaned on once I needed an agent to actually hit tools or run automations. it’s flexible, open source, and you can host it yourself. every time I tried other no code platforms, I kept coming back because n8n felt less boxed in.

Once I wanted multi agent setups, python frameworks started to matter. CrewAI worked well for me. people argue endlessly over which one is “best”, but CrewAI was stable and clear enough that I could actually ship something without wrestling the whole stack.

A little bonus combo that helped me level up: CursorAI paired with CrewAI. Cursor writes the boilerplate, sets up patterns, and gets you moving faster. telling it to scaffold a team of agents through CrewAI saved me hours.

For anything that needed a simple front end, I used Streamlit. super quick to get something on-screen, especially when I needed a little UI for an n8n workflow. if you tell Cursor to build the Streamlit part, it usually nails the structure.

The biggest lesson I wish I knew early on is that an agent is mostly just a tiny bit of logic living online with access to an LLM and tools. Once I stopped treating it like some mystical thing, building them felt way lighter.

One other thing worth mentioning is once agents move beyond APIs and start interacting with real apps things do get a bit messy. for some UI-heavy stuff I ended up testing with Askui, which basically lets automation work off what’s actually on screen instead of perfect selectors. It's not something you need from day 1 tho, but it clicked for me later when agents had to deal with real interfaces.

If you’ve been trying to get into this stuff, hope this helps you get moving. Feel free to drop your own setups and tool combos since everyone seems to find their own groove.

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Keeping it simple. I’m 27M living in Tangier and looking for someone to connect with. I spend a lot of my time focused on work, hobbies, but I’m looking to branch out and meet new people

I’m into gaming and music, and I’m generally a pretty laid-back person. I value good conversation and someone who is down to earth.

If you’re in Tangier or nearby and want to see if we click, feel free to reach out.