The secret sauce? A Self Healing Loop. 🧠
I trained a dedicated Error Correction LoRA. If the main model fails this secondary agent intercepts diagnoses the error and rewrites the SQL autonomously.
Final score: 43.87%. You just need better architecture. 🛠️
#SystemArchitecture
We have gotten lazy. I built an enterprise grade text to SQL AI small enough to run offline on a smartphone. 📱
Meet Garuda SQL 2B. 🦅
Pushed from 2% to 44% on the BIRD benchmark using a dual model self healing loop.
Weights: https://t.co/hK2ta1V94I
#EdgeAI#LocalLLM
Out of the box a 2 Billion parameter AI scored a dismal 2.35% on the BIRD benchmark.
But AI is a systems engineering problem.
I iterated through 10 dataset versions to harden prompt contracts hitting a 40.94% baseline strictly on its own. 📊
#MachineLearning#DataEngineering
Giving an AI access to your Gmail is terrifying. 🛑
At Oracia we built a strict Human in the Loop gateway. Watch our agent chain Gmail and Calendar MCPs. It retains exact context, extracts entities, and halts for approval.
3 clicks. Zero rogue emails. 👇
#AIAgents#MCP
Basic keyword search fails on messy data. 🤦♂️
At Oracia we built a custom RAG architecture. Lead asks for house "3809". The file is "3800-65". Our AI understands the numerical range, pulls the exact PDF, and natively sends it via WhatsApp. 📲
15 mins to 15 secs. 👇
#RAG
At 19 (3rd semester in college), I’ve just hit 2 months as Head of WebRTC—in a USA based startup remotely! Huge thanks to @kirat_tw’s #Cohort2@100xDevs for the boost. Feeling unstoppable and can’t wait to see what’s next. Dreams do come true—stay hungry! #grateful#remotejobs
Excited to share that I've accepted a job offer as a contracted Full Stack Developer at Ascending Version—just after completing my first year of college! 🚀 Grateful for the opportunity and ready to take on new challenges. Onward and upward! 💪
#TechJourney#FullStackDeveloper
I am learning to create scalable video conferencing / broadcasting solution , recently I came across MediaSoup (Sfu) and after using it , I can say it is the most efficient and well documented Sfu out there .
What are your views on MediaSoup ?? Has anyone else felt this way ??
🚀 Plot twist: Bagged a Full Stack Dev internship at a "Tech music startup" as a freshman! 🎵💻
Turned it down. Why? The $$$ didn't hit the right note. 🎼💸
Peek at the offer below. Did I fumble the bag or dodge a bullet? 🤔
#TechInternship#Opportunities#Career#FreshmanGrind
Announcing Expezo 🎉, a humble creation born out of my own struggles with expense and task management. It's a simple solution crafted with Prisma, Next-Auth, and Sanity.
Take a look: [https://t.co/kCnlRTnMvE]
Code is up on GitHub:[https://t.co/FtzJCKcptd]
#webdeveloper
🚀 Excited to share my latest achievement: I've built my first PWA – Gragie! 💻 It's a video conferencing app that's pushing boundaries. Check it out: https://t.co/Q74TBOG9yG. As a developer eager to innovate, I'm curious: Are PWAs truly the future? Let's chat! #WebDev#Nextjs
Done with MERN stack , Nextjs ,TS and WebRTC now i am starting App Dev with Flutter, i heard it's the best for Cross-Platform App development.
Any suggestions???