Robina ✪ ☁️

@RobinaMirbahar

🥑 @GoogleDevs Expert (AI & Cloud) 🇵🇰 | ☁️ Multi-Cloud & Agentic AI Architect | 📚 Co-Author: AI Engineering (2026) | 🏆 @WomenTechmakers | #AWSCommunityBuild

Globally Available

dev.to/robinamirbahar

Joined January 2014

374 Following

261 Followers

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Robina ✪ ☁️
@RobinaMirbahar
Jan 23
Feeling grateful 🥳 My @googledevs @Google Developer Expert membership is renewed for 2026. Excited to keep growing, contributing, and building impact with AI & @googlecloud ☁️🤖 #GDE #AI @GoogleCloudTech @GoogleAI
Robina ✪ ☁️
@RobinaMirbahar
Nov 10
Systems highlights for offline 4x L4 GPUs: ⚡ 12-Token GPU gather in turbo_dfs cuts 99.992% of PCIe logit traffic (0.00e+00 error) 🔄 Dynamic GPU-3 handoff from TRM to NVARC+ 💻 Code: kaggle.com/code/robinamir… @arcprize @kaggle #ARCPrize2026 #ARCAGI2 #GDE
ARC Prize 2026 Paper Track: TRM + NVARC+ Portfolio
From kaggle.com
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Robina ✪ ☁️
@RobinaMirbahar
Nov 10
Combining 3 orthogonal paradigms on 4x L4 GPUs: 1️⃣ LOO-Verified Arc2SymbolicSolver (0 false positives) 2️⃣ Cost-ordered Qwen3-4B TTT (LoRA r=256, 16-View AIRV) 3️⃣ 2D 7M Tiny Recursive Model (TRM, 4,000 epochs) Result: 29.17 Public LB (+5.7 pts on Pass@2)!
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Robina ✪ ☁️
@RobinaMirbahar
Nov 10
Open-sourcing my ARC Prize 2026 Paper Track writeup & code: Orthogonal Portfolio Reasoning on ARC-AGI-2 (TRM + NVARC+ + Symbolic DSL)! 🧠🚀 Why do 2 beams from 1 LLM plateau on Pass@2? Correlated errors! 📄 kaggle.com/competitions/a… 🧵👇
kaggle.com
Orthogonal Portfolio Reasoning on ARC-AGI-2: TRM, NVARC+ & Symbolic DSL | Kaggle
Uniting 7M Tiny Recursive Networks (TRM), Qwen3-4B Test-Time Training (NVARC+), and Verified Symbolic Synthesis across 4x L4 GPUs
Robina ✪ ☁️
@RobinaMirbahar
Nov 5
Hey @mosseri & @creators can we fix this UX trap in Instagram’s “Set up your professional account” checklist? When switching to a Professional Creator account, two steps in the “5 of 7 steps complete” banner are stuck in a loop: @mosseri @XCreators @instagram @Meta #Instabug

Robina ✪ ☁️

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