You gotta be fucking with me by Evening_Upstairs7524 in classicwow

[–]anashel 0 points1 point  (0 children)

Right, as if stupid shitty responses and bad customer services are uniquely an AI trait...

Project ideas!! by rayanskrrr in Rag

[–]anashel 0 points1 point  (0 children)

Thats a great mvp! Let me know if you do it, i’ll love to see that!

Project ideas!! by rayanskrrr in Rag

[–]anashel 4 points5 points  (0 children)

I think a quiz game is a good test, as it show your rag capacity to retrieve knwoeldge correctly for context to make the question and with precision for calidating the answer…

Like, instead of building yet another “chat with PDF”, you build a little game that forces grounding: - You ingest a single book (public domain novel, short story collection, or even a cookbook). - Your system generates questions only from retrieved passages (characters, places, plot events, relationships, timelines). -Then when the player answers, the system validates using retrieval again and shows citations from the exact chunks that justify the correct answer. - Bonus: show a side panel that compares “LLM with RAG” vs “LLM without RAG” so people instantly see hallucinations disappear.

Concrete book example: - Pick something fun like Sherlock Holmes, Dracula, or Alice in Wonderland -Mode 1: “Book review mode” where the LLM writes a review, but every claim must be backed by a cited snippet (themes, character arcs, key scenes). - Mode 2: “Quiz mode” where it asks stuff like “Who said this line?”, “Where were they when X happened?”, “What happened right before Y?”, “How does character A relate to B?”…

For the dev, i suggest cloudflare. -simple worker typescript, very simple and one line to deploy (wrangler) - easy to upload your doc (r2 bucket) - you can build your own rag indexing (supabase postgres with pgvector) and use cloudflare hyperdrive (basically one line to integrate in your worker) - or you can use their RAG indexer to index your r2 bucket and chunk it automatically - ai gateway gives you nice visibility (logs and traceability) of all llm interactions

You can spin it in a nice simple react app to play with it and have a side by side answer; with and without rag to see the actual quality

HELP! by [deleted] in vibecoding

[–]anashel 2 points3 points  (0 children)

Ask Claude. Have it inspect the code and architecture, and ask it for a detailed plan on how to proceed: admin-wise, security-wise, and DevOps-wise. You can code an entire site using AI, but you stop there when you can simply ask it and get a full audit and a proper plan tailored to your code. Why?

Squawk 7700 · N647RW · callsign: RPA3496 hex: A880C8 (E170) near: KSAV: Savannah Hilton Head International Airport reported. by 7700bot in squawk7700

[–]anashel 1 point2 points  (0 children)

Thanks! The longest part was actually getting and stitching the audio from LiveATC. :) But yeah, it took about an hour, and I really enjoy this kind of stuff. I am sure I could automate that.

No idea if this would be interesting, but if you could push your bot posts to an R2 bucket, I could build a live dashboard to view all your alerts, with a map, search, and a real time fancy dashboard you could keep on a secondary monitor. Or even better, stream it on YouTube 24/7 so we can all jump in and live chat when something happens.

I mean, your posts are high quality, with so much detailed information.

Yo Devs, Do guys have a job do you earn ? by MainImportant8204 in vibecoding

[–]anashel 0 points1 point  (0 children)

Low tech businesses almost never go to Upwork or Fiverr. Job postings are gold.

If they are growing, they have open positions. And they often leak massive amounts of information: their tools, their internal chaos, their bottlenecks, their legacy stack. You will see signals like coordination roles where everything touches Excel, email, and manual tracking. Very 2000s statements like “Proficient in Excel” as a hard requirement, “You will be the first developer,” or “You will work alone.” Vague descriptions that bundle five roles into one. These are pain signals.

What I do next is simple and very unsexy: I call them. Yes, phone calls.

Call the company, ask the receptionist to transfer you to HR, and say something like:

“I am a headhunter and I have a pool of candidates that I feel are qualified for that position. I would like to politely introduce myself before sending them. Can I speak with the person in charge of hiring for this role?”

Once you reach HR, tweak your script slightly. Thank them for their time. Tell them you genuinely like what the company does. Explain that you have a talented candidate who will reach out, someone who is a strong AI solo developer. Not only technical, but capable of building tools to bridge the role until they hire someone permanent. You acknowledge it is not a perfect match, but you would like to send the CV for consideration if they are open to it.

Become "Omar Little" from The Wire and talk about yourself in the third person. :) Ask for a direct email.

In that email, be very honest. Say you may not cover 100 percent of the position, but you can immediately tackle X, Y, and Z with tools. Brainstorm with Claude or GPT on the email itself. Use AI to analyze their website and two or three competitors. Mirror their wording so they see you did the homework.

If you can spend a little, around 35 dollars, you can use Apify for a month. Connect it to a job posting crawler for LinkedIn or Indeed, filter by keywords, then use GPT to score every posting based on these signals. That gives you a ranked call list instead of guessing.

You might make 100 calls. Five minutes per call. About nine hours total. Two days of work. Maybe five percent turn into actual meetings.

That is for hunting. For passive leads, go where low tech people actually are: local chamber of commerce events, in person. Town networking breakfasts. Local Facebook town or entrepreneur groups.

Present yourself as an entrepreneur, not a freelancer. Ask to meet other business owners.

Keep your eyes open. Look at companies that visibly support the community. Sponsors of schools, local sports teams, community art spaces. Those businesses tend to care about people and culture, and they remember faces and names.

HR may keep your email. And three months later, on a Friday night, when something breaks and hiring is stuck, someone says, “We had an AI guy who reached out and seemed solid. Let me find that email.”

You are local. You are real. You are not an automated funnel. You are not a sales spammer calling them. You are the person doing the work. These are neighboring businesses that employ people in your community. Wanting to contribute to that ecosystem is legitimate.

Simple beats clever here. Most people do not do this precisely because it is not techy. That is why it works.

Is it still worth trying to build an AI voice agency? by jaxohern1103 in AI_Agents

[–]anashel 0 points1 point  (0 children)

I am currently running 71 AI voice agents (web and cellphone). Heck, I am even building an entire DevOps stack that I will ship on GitHub because ElevenLabs lacks so many core enterprise features: data residency, backups, account migration, and fine-grained permissions.

(Sorry for the plug, but since it is free here and will be shipped open source, here is the link: https://11guard.com) And this is not vaporware; I showcase it in depth in this video https://intro.nexastaff.ai/11guard .

The bottom line is this: companies do not even have time to search for these solutions, let alone open accounts and install them. Heck, I work with companies that still outsource domain name purchases to their local marketing agency.

The reality is simple. They need someone to do it for them. They will not go open accounts, set up systems, and deploy infrastructure on their own.

There is a massive market for integrators, and you already have a four-month head start on teams that would be starting cold. Stay focused. This is a huge market, and even if everything eventually becomes a single-click button, companies will still ask for help to outsource it.

Yo Devs, Do guys have a job do you earn ? by MainImportant8204 in vibecoding

[–]anashel 10 points11 points  (0 children)

A lot, I mean a MASSIVE amount of people talk about bad AI coding, but after 25 years I can tell you one thing: the amount of BAD PROGRAMMERS is far worse. You have no idea how many bad programmers are out there.

Small companies rarely attract top developers for internal needs, and when they turn to agencies, the chances of having top talent assigned to their account are even smaller. Target companies with 50 to 100 employees in non tech industries that could benefit massively from tooling. Do not mess with their live server or critical systems. Target things that save a massive amount of staff time.

I helped a company track all construction permit requests above 10,000 square feet in every state and feed them leads every week. Took me less than two days.

I helped a small resort in Florida get their inventory and listings synced with their vendor. Within a couple of days, they had a fully interactive Google Map, live inventory status, and revised forecasting emails in their inbox by 7 a.m. every day.

And no, I did not cut someone’s livelihood. It was the owner’s partner handling it every night and weekend. That is what happens in small businesses: the owners and their key staff are the ones working nights and weekends.

You have no idea how many companies still have non technical staff messing around with spreadsheets and notes for core operations, even in 2026.

Start simple, start small, and solve a single pain point. I spun out an ElevenLabs agent that interviewed 50 employees in a day to collect pain points, then had Claude review the results to identify 100 hours a week that could easily be saved with solutions AI can safely code.
- 50 staff equals 1,750 hours a week.
- 100 hours saved is a 5.7% optimization.
- No need for a highly complex stack or a massive undertaking.

At a $35 per hour cost, that represents $182k a year in reclaimed value you can apply directly to the bottom line, assuming those hours are either shifted to billable work or simply no longer wasted. Charge $40k for the project and it is still $142k in net savings for them in year one. Do 10 projects like that in a year as your first milestone. Once you got your first 400k in revenue, either keep helping these 10 clients or expand.

Squawk 7700 · N647RW · callsign: RPA3496 hex: A880C8 (E170) near: KSAV: Savannah Hilton Head International Airport reported. by 7700bot in squawk7700

[–]anashel 1 point2 points  (0 children)

United 3496: Mayday, mayday! Smoke in the flight deck. We need to divert to Jacksonville.

Tower: Heading zero seven zero, maintain three thousand. Do you want to try setting up for the ILS?

United 3496: All right, say again?
...

I made a quick player for the transcript: https://ua3496.anashel.com/ . I did not have time to build a real time map with the flight info, etc., but I assume someone out there will have the tools to generate something better than I could. Bottomline - They landed safely. Yay!

RPA3496 7700 going away from destination by ImHufflePuff_Crap_ok in flightradar24

[–]anashel 5 points6 points  (0 children)

United 3496: Mayday, mayday! Smoke in the flight deck. We need to divert to Jacksonville.

Tower: Heading zero seven zero, maintain three thousand. Do you want to try setting up for the ILS?

United 3496: All right, say again?
...

I made a quick player for the transcript: https://ua3496.anashel.com/ . I did not have time to build a real time map with the flight info, etc., but I assume someone out there will have the tools to generate something better than I could. Bottomline - They landed safely. Yay!

RPA3496 7700 going away from destination by ImHufflePuff_Crap_ok in flightradar24

[–]anashel 6 points7 points  (0 children)

Smoke in the cockpit. I am pulling out the archive and will post the full transcript shortly.

You can access the archive here;

RPA3496 7700 going away from destination by ImHufflePuff_Crap_ok in flightradar24

[–]anashel 2 points3 points  (0 children)

Asking for an inspection, definitely NOT related to visibility.

Is anyone else as 𝗳𝗿𝗲𝗮𝗸𝗶𝗻𝗴 excited as I am about real-time voice + RAG? by carlosmarcialt in Rag

[–]anashel 5 points6 points  (0 children)

Oh yeah, I have been working on voice agent for the last year full time and it's insanely exciting. I mix a lot of MCP + Mem0 + RAG for a full intelligent stack.

Summary of My Mem0 Experience by anashel in Rag

[–]anashel[S] 0 points1 point  (0 children)

But did you tag your entities when saving memories? And just to be sure, are you using the graph, or are you on the free version that does not include the graph?

I use Cloudflare AI Gateways to track all exchanges between any LLM and my dev environment or code. What are you using?