LLM Agents & RAG Engineer | FastAPI, OpenSearch, Multi-Agent Systems
Joined May 2012
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🚨 Real-time hacks, scams & rug alerts.
🛡️ How not to get drained.
📲 Full breakdowns → t.me/BlockWatchdog
I gave an LLM agent read access to a database and asked about revenue.
It answered confidently. The number was invented. The table didn't exist.
No error. No crash. Just a plausible sentence.
None of these show up as failures. LLM systems don't crash when they degrade, they just start being quietly wrong.
The only difference between a demo and production is whether you measured.
Open source — multi-agent assistant that works over email. SQL, RAG, Sheets, workflows with human approval. Evals and raw results included.
github.com/CHRNVpy/email-age…
Two years, 2,159 hours, one Upwork contract. Wrapped up last week at 5 ⭐.
The client's words meant more than the stars: well-architected solutions, clear communication throughout.
That contract has closed, which means I have capacity again.
upwork.com/ab/g/pub/wom/prx/…
CHRNV retweeted
Most crypto isn't lost to "hacks."
It's lost to approvals people sign themselves.
Here's how wallet drainers actually work — and how not to be next 🧵
So many posts these days with GROK token pre sale. But @GROK
itself says it's all scam. Stay SAFU
#Grok #ScamWarning
CHRNV retweeted
🚀 Store 2.0 Launch: A dynamic Mars economy 🚀
Hello Crew! We believe that a self-sustainable, dynamic economy is the foundation to a thriving colony on Mars.
That’s why we have made some major improvements on our in-game store to support an ever-expanding economy 🧵
CHRNV retweeted
DATA PLATFORM LAUNCH DAY 🚀
We’re excited to announce another important launch in our mission to make life multiplanetary: the Colonize Mars Data Platform is here!
Read on to learn more about why today is so awesome 🧵
CHRNV retweeted
New video: NFT Bridge Walkthrough for WAX / BSC gamers!
The Colonize Mars NFT bridge is a major step in our goal to make Colonize Mars playable on all major blockchains.
Need a video walkthrough? Here you go 👇
youtu.be/QTcdWQhO5iU
That new Twitter's x.com reminds me a game from my childhood 👽
Are we're closer to the Mars now ?))
@ColonizeMarsRTS any thoughts 🤔?)
#Web3Gaming @WAX_io @AtomicHub
CHRNV retweeted
Heya #Apefam 💛🍌
Remember, everything we build is meant to empower the $WAXP community. No gatekeeping, no exclusives. The upcoming Mirror Blends tool? That's for EVERY creator out there.
Tag a collection that needs to take this for a spin once it's live on @nfthiveio
