Where Python ergonomics meet bare-metal performance.
A DataFrame query engine with Polars-style ergonomics and Mojo AOT kernels — runs on NVIDIA, AMD, and Apple Silicon. No CUDA. No JIT tax.
| pandas | Polars | cuDF | 🚀 MXFrame | |
|---|---|---|---|---|
| 🎮 GPU support | ❌ | ❌ | NVIDIA only | ✅ Any GPU |
| ⚙️ Compiled kernels | ❌ | Rust | CUDA | ✅ Mojo AOT |
| 📦 Install | pip | pip | CUDA stack | pixi install |
| 🌐 Cross-vendor | ❌ | ❌ | ❌ | ✅ NVIDIA / AMD / Apple |
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Q9 — Product Profit (6-table join) |
Q12 — Join + Agg |
Q7 — Shipping Volume |
Q8 — Market Share |
Q5 — Multi-join |
🏆 MXFrame CPU beats Polars on 18/22 TPC-H queries · GPU wins on 15/22 · Reproducible benchmark on RTX 3090 + AMD 12-core
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A weekly deep-dive into the language and runtime powering the next wave of AI compute. Mojo, MAX, GPU kernels, and the engineering that makes performance look easy. 🔥 New episode every Monday 🧠 From first principles → production patterns ⚡ The same Mojo that powers MXFrame, demystified |
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The code companion to the YouTube channel. Hands-on Mojo & Modular MAX walkthroughs. |
Solutions Architect Expert (Certified) Enterprise-scale infrastructure design. Identity, networking, governance — the load-bearing stuff. |
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Production SaaS patterns and Material UI components. Hypermedia-first, no build step. |
Computer vision, sensor fusion, path planning. Where the cloud meets the road. |
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graph LR
Me(("`👋 **Abhishek**`"))
Me --> MX["`🚀 **MXFrame**
Cross-vendor GPU`"]
Me --> YT["`🎥 **Mojo Monday AI**
YouTube`"]
Me --> Cloud["`☁️ **Azure**
Architect Expert`"]
Me --> Web["`⚡ **FastHTML**
Hypermedia SaaS`"]
Me --> Robo["`🏎️ **Robotics**
Self-Driving CV`"]
MX --> Mojo["`🔥 Mojo AOT Kernels`"]
YT --> Mojo
Mojo --> Perf["`⚡ 128× speedups`"]
Cloud --> Scale["`🏛️ Enterprise Scale`"]
Web --> Ship["`🚢 Ship Fast`"]
Robo --> Real["`🌍 Real World`"]
classDef hub fill:#1e293b,stroke:#3b82f6,stroke-width:3px,color:#f1f5f9
classDef hero fill:#0f172a,stroke:#f97316,stroke-width:3px,color:#f97316
classDef pillar fill:#0f172a,stroke:#64748b,stroke-width:2px,color:#e2e8f0
classDef outcome fill:#0f172a,stroke:#10b981,stroke-width:2px,color:#10b981
class Me hub
class MX,YT,Mojo hero
class Cloud,Web,Robo pillar
class Scale,Ship,Real,Perf outcome
