I FINALLY CRACKED THE UNLIMITED VM PROBLEM.

Github Actions are unlimited usage for publrepos, and for source control, we are already making a public repo, and we get a Free VM with it. I can Run iOS, MacOS, Windows, Linux and Android on it, no restrictions, completely free.
WoHoo.
also, now I am no longer using Closed source Models, because Open Sourced Models, if Used correctly are alot cheaper and provide the same result as any Closed Sourced Models.
Agentoverflow is still working well.
Will shift from google Cloud to Oracle Cloud, as Orace gives a 50% more powerful, compoletely dedicated server for free with 200gb storage, and that additional 150gb that I need costs me just under $4 a month, so It is very very viable financially.
will switch to it later.
I will now add a Student Mode for anyone with the email given by my school, and a teacher mode for teacher emails.
Still recovering from the emotional trauma of the database loss.
Added gravity Ads, need to remove alot of adslots because right now, it is spam impressions, not hih quality impressios, but still, here is ss.

I purged all dad code, did a massive refractor, fixed anything broken, left nothing.
both repos, around 15k lines touched(must be my most productive session.) and I am so done, my migrane is at its peak, but IDK, i cant sleep anyways so better work than stare at the ceiling.
Also, AdminPanel finally works. and since I lost my entiredatabase, it will take a day or 2 for the reindexing to start, right now its just botting up, downloading the embedding model and the entire database.
I am still depressed. will take me some time to recover from the emotional trauma.

i am so done for it.
i spent this entire week.
trying to find out why is the admin panel showing 0 learnings.
guess what. my mom deleted the VM, thinking it would remove all charges, I didnt even have a backup.
great, back to square 1.
and the agentoverflow admin panel has a error, trying to integrate AdMesh for Ad Revenue.
Will use Modal as it is a serverless infrastructure for hosting AI models. I now need credits.
allso, my mouse and keyboard are giving up on me.

here is ss of error.

busy fixing the agentoverflow error. still working on it, no time for a detailed devlog, here is ss of admin panel, latest.

my entire databse got wiped, 0 learnings.
and that isnt the worst.
my greatest enemy, Daal(We caal him that), literally told my crush, who was very close to me(we talked alot), and now, she avoids me. Thanks to my friends, I know why she avoids me(I skip school almost everyday). Here is a ss of the database with 0 learnings.

Im broken, depressed, you can make me happy by sending a emaill to Anthropic, telling them to integrate agentoverflow directly into their tools list for code mode.

quick Update.
Now im using ollama cloud wil like 3 different accounts, will exapnd this to like 50 different accounts so I never have to go on paid tier till I have the money.
I was checking hackatime, And im No. 1
here is ss for proof.

Finally, found a reliable API aource(for now).
well now I can finally relax. but I wont, why, I need to fix the bug that my input tokens are at like 200k while my output tokens are barely 20k, meaning my input is bloated. so gotta fix that full night.
and as I was writing this, guess what I saw.Eror 403, insufficient balance.
guess im back to looking for API.
god bless me with unlimited credits.

Trying to find better API for the AI Agents in Thalamus. Currently trying our Cloudflare Workers AI, in Agentoverflow, the Database Size is now 1.125Mil.
I was showcasing my project in the incubator, and guess what, I was surorised to see a payment error, My API hit it’s limit somehow and I got 0 RESPONSE.
I GOT HUMILIATED.
for SS, I got nothing, currently working on Dynamic Compressions and stuff, als, in agentoverflow, I expect a problem in searhc, the result being not relevant. I will be sending agentoverflow to Claude Code MCP forum so the reviewers review it and put it in.
here is a ss of the admin panel.

i havent slept since the last 24 hours, cause FIFA world Cup was at night, and during the day, I never sleep, so Im forcing myself to work as hell.
already crossedthe 800k point.
Improved the Dispatcher in Thalamus.
the Thalamus test is still going on.
I have started blog posting for SEO.
I have indexed both sites on Google search.
set both Platforms completely unrestricted and free for now.
Link to both websites:
https://agentoverflow.aphantic.skinticals.com/
https://thalamus.aphantic.skinticals.com/

here is SS of the AI working.

Now working o SEO and indexing, Agentoverflow db has over 730k entries.
Intigrated Agentoverflow MCP into thalamus and also integrated Sketchfab MCP for 3d models in case of Gameev or projects that require a 3d model.
Currently testing my Code mode. Prompt:
Build a highly advanced flight sim.
Also, quick question, I made this AI, so I can use my own AI to build other projects, right.

agentoverflow has 475k+ examples in dataset(total is 3.7m), and im so great, I forgot to git push and deleed my folder, great, time to redo the special feature(not releasing yet). I published my site to google analytics.
Im talking with my school rn if they can take my project and make it the official school AI. my school’s beurocracy is slow as hell. so idk if it will ever happen. also, here is a ss of the admin panel(of agentoverflow)

did the UI and animations for agentoverflow also.
https://agentoverflow.aphantic.skinticals.com/

added 3d and scroll anims to Thalamus, increased the Limits per day in Agentoverflow so it can compete with StackOverflow, currently at 300k Examples for Agentoverflow, compute is slow, will reach to 3.7m+ by 3 weeks.

Testing MCP, I am setting AI training Aside because im currently creating the database.
hopefully everythng will work, this AgentOverflow is like the brilliant idea, like barely any competition.
website: https://agentoverflow.aphantic.skinticals.com/
git repo: https://github.com/hardcoregamingsyle/agentoverflow
currently ingesting the entire stackoverflow database, while integrating it into thalamus. will also submit agentoverflow as a tool for ClaudeCode.
SS of new website.

more work on Agentoverflow, added MCP tool, currently around 10% of stackoveflow database is in this bad boy.
here is a ss of what im thinking of doing next.

working on Agentoberflow, which is stackoverlow for agents, Side by side working on dynamic pipeline.
For agentoverflow, as a starting point, I am adding the entire stackoverflow database, like its entire codebase, Cleaned and filtered, Vectorised, and Graphed using GraphRAG, Storing it in maybe AWS EC2 as it is the cheapest.
Also working on the Agentoverflow website, though both have the same database, like the exact same database in convex so that in the future, when I want to make a My entire ecosystem at 1 place, it is very very easy for me to do.
and my life is in the greatest mess possible, my parents make me constantly change setups, due to which I need my own laptop, in the sense which I got on my own with my own effort so they cant take it from me, and I also need my own phone. so I dont have to make sure that my whatsapp is logged into every device. and I am completely dropping Payments in the App because BMAC requires stripe to connect payment. here is a screenshot of the new Agentoverflow Website.

don’t ask whats going on with my self trained AI, it is in no good state, the code either works, or it doesnt, or it works but something is off.
I have a new idea, under thalamus, I will have AgentOverflow
AgentOverflow is like StackOverflow but for Agents, will explain it later(when I actually start to work on it)
BMAC is in queue.
Dynamic pipeline is kindof done, kindof undone.
Desktop app turned out to be nicer than I thought.
rest I have nothing to say.
here is a screenshot of the desktop app build mode returning a valid output instead of an error
thats all I have to say

I was trying to put in dynamic AI coding pipeline, and guess what, My code mode compeltely crashed. My AI is still being trained(errors o errors+ hitting my weekly limit.), also,My application for Emerging Ventures got rejected because I hadnt put in all info(mb), Will reapply again. For some reason, my GravityAds Account is showing unverified Via API but verified via dashboard, and I am still working on BMAC integration for paywall, I need to figure out on the payment and stuff.

this is Devpost 1 of asking for the Claude Max x20 plan in the shop. and Huggingface GPU hours credits in the shop.

here is a screenshot of of my rejection letter.

gravityads yet not working, BMAC under progress, how to deploy my AI is still a question with no practical answer, I asked my parents to buy huggingface paid plan for me so I can use zeroGPU, I got a hour long lecture on How I have to escape the fake tech world, and how these people scam us.

currently working on improving the feel of the desktop app and vibe coder, step-1: Give it the feel of Claude Code, Codex or any other l4 vibe coder(easy)
step 2: Upgrade the feel to make it a true l4.5 Agent(near impossible level difficulty, I wont be copying anyone here, I would have to make my own definatation of L4.5)
Side Quest(Very Important): Either get yourself a Good amount of GPU hours or get yourself a way to deploy your AI model somewhere.

Frustration is at it’s peak. and can someone please gift me a RTX Pro 6000(Blackwell), it has 96gb of VRAM, enough to trsin a 64B Model on it and make it very very good.
here is the screenshot of a response from AI in the desktop App.
Now I will work on MacOS desktop app.

Adding GravityAds for some revenue(this is a startup, remember), tried to add Payment but BuyMeACoffee crashed, HCB Bank isnt in india so I had to go with BMAC, so payments is the next task, the exe had some reworks done. still looking for a way to make my $50 of AMD credits last long, also I noticed that Rather than wasting it on running, I can use the aprox 200gb of VRAM to train a very powerful AI Model in like 25 hours, and then give you all the .gguf and then it is up to you if you want to test the AI or not. also, I am now applying for Emergent Ventures(EV) and Theil Fellowship, because I need the most amount of grant possible to get this to work. and currently on a hunt to find ISOs for the QEMU VM system, I am looking for Preactivated Pro verison of Windows 10 and 11, which I think is illigal but right now, we havent launched publically yet so I dont think it matters that I am going on the illeagal path of Software Piracy, but I promise I will once use real lisenced Windows version. For MacOS, it is something that can never be on the legal route till I get a good sustainable revenue stream. Using hackintosh version of MacOS 11 to current(MacOS 26), for those who dont know, Hackintosh is just a illeagal copy of Macintosh, or the Macbooks we use, so they need the MacOS that can run on sillicon other than Apple’s sillicon so thats why they are like cracked and all. hopefully I am not banned for distributing kindof illeagal information so here is a disclaimer:
educational purppouses only

here is a screenshot of me trying to debug why GravityAds are not being shown(console is empty and the adslots are not there meaning something is failing silently)