u/EyePlus3553 — reddlx

How to Start an LLC in Louisiana for a side hustle?

I’m getting ready to turn my small mobile notary side hustle into a real business and want to set everything up properly before I start taking on more clients. I live in Louisiana and a few people have told me forming an LLC would be smart for liability protection and keeping business finances separate from personal stuff.

I started researching the process and honestly got overwhelmed pretty fast. Some people say you can file everything yourself online in less than an hour, while others recommend using a formation service so you don’t miss anything important.

I’m also trying to understand the long term side of it. Things like annual reports, state fees, registered agents, and whether there are any surprise filings after the LLC is approved.

For anyone who started an LLC in Louisiana recently, what did the process actually look like for you? Did you file it yourself or use a service, and was it pretty manageable for a beginner?

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u/EyePlus3553 — 3 days ago

▲ 1 r/LLMDevs

Splitting agent memory into per-user and tenant-wide banks fixes a surprising number of problems

There's a writeup on a customer support agent called IRIS and one design decision in it is worth flagging on its own.
The author splits the memory layer into two banks:

Per-customer bank: communication history, preferences, prior tickets for that individual.
Global/tenant bank: aggregated incident patterns, e.g. "we've had 50 warehouse delays this week."

Sounds obvious in hindsight. It isn't, because the default move when you bolt memory onto an LLM is to dump everything into one big retrievable pile and trust similarity search to sort it out. That breaks in exactly the way you'd expect: complaints from User A start influencing the answer to User B because the embedding distance is close. Cross-contamination, false positives, an agent that hallucinates issues a customer never had.
Splitting the banks moves the "is this relevant to this user vs. relevant to this tenant" decision out of the model and into the data layer where you can actually reason about it. Recall pulls from the right bank for the right purpose. Cleaner prompts, fewer hallucinations, fewer weird leaks.
A few other things in the post worth knowing if you're building agents:

A reflect step produces dense customer summaries instead of stuffing raw transcripts into context. Cuts tokens hard and the agent stops getting confused by ten-month-old tangents.
Tool calls get emitted as JSON action blocks parsed with regex, not via native tool-calling APIs. Less elegant. More deterministic. Easier to debug when something goes sideways.
Groq running llama3-70b for inference, which gives them a real latency budget. They run historical recall, live order fetch, and pattern detection in parallel before the model even sees the prompt.

The line from the author that stuck with me: state is harder than intelligence. Most agent failure modes I've seen in the wild are state-management failures, not reasoning failures. The model was fine. The context you handed it was wrong, stale, or contaminated.
Stack: FastAPI multi-tenant API, Groq for inference, Hindsight for the memory layer, Shopify/REST connectors for live order data.
Post: https://dev.to/waqar_akhtar_f4a1df2340f1/escaping-the-stateless-trap-building-a-context-aware-support-agent-2aad

u/EyePlus3553 — 3 days ago

▲ 3 r/GoHighLevelCRM

GoHighLevel vs Apollo for lead generation and outreach?

I’m comparing GoHighLevel and Apollo and a bit stuck since they seem to overlap in some areas but not completely.

From what I understand, Apollo is more focused on lead generation and outreach, while GoHighLevel is more of an all-in-one CRM and marketing platform. Still, I’ve seen people mention both when talking about building and managing pipelines.

I’m mainly looking for something that helps with finding leads, reaching out, and keeping everything organized without juggling too many tools.

If you’ve used GoHighLevel or Apollo, how did they compare in real use? Did one stand out more for actual results or ease of use?

Trying to figure out if I need one, both, or something else entirely.

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u/EyePlus3553 — 10 days ago

▲ 7 r/BaltimoreCounty

I run a meal prep business in Baltimore and we're scaling up our weekly meal kit subscriptions. Right now I'm personally doing drop-offs which is eating into my prep time.
Looking for a courier that can handle weekly routes and knows the Baltimore area well. We're talking roughly 50 deliveries every Sunday morning to residential addresses across the city. Need something consistent with the same drivers each week so customers get a familiar face. Would appreciate a name or a contact.

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u/EyePlus3553 — 18 days ago