Mattral

@ikpe_kunyi Thank you mate!

@Mattral2 Hey, I love what you're building. If you're looking to hire someone who can boost marketing for your brand a whole lot this year, kindly reach out to me via DMs

founder roll call 🙌 what are you building? drop a link and a line or two on what it does 👇 builders i want to meet: 🚀 indie hackers & solo founders 🌱 bootstrapped builders 🤖 AI / agents / MCP folks 📊 B2B SaaS & data tools 🔨 anyone shipping

@crypto_guro @sovatwt Done

@Mattral2 @sovatwt Let's connect, I will fb you right away

Hey builders 👋 Looking to connect with people building: - Web Apps - System Architectures - AI Agents - SaaS Products - Automation Tools - Developer Tools Tell me what you're working on 👇

Hello there, I built a fault-tolerant MoE training runtime from scratch (Triton kernels + 4D parallelism + elastic recovery when nodes die). Here are the real engineering lessons that mattered more than I expected... without pretending everything is solved. Full story on Medium: [@mattral-lifelong-learning/i-built-a-fault-tolerant-moe-training-engine-from-scratch-heres-what-i-learned-explained-simply-4df162f96e3a" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] Github: [github.com/Mattral/Compos…] I also rebuilt KAN networks architecture as pip installable library for production. Here's what the benchmarks actually showed, including where my own "GPU optimization" was 6× slower than I documented. Silent failure mode, honest numbers, ONNX export story: [@mattral-lifelong-learning/i-rebuilt-kan-networks-for-production-what-i-learned-391fd55914e0" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] github.com/Mattral/KANX I would like to connect with like minded builders.

Hey founders ! Looking to connect with people building in: 🍽️ SaaS 🚀 Tech 📲 Automation 🧠 AI tools 📱 Product Development 🔥 Web APP 🏦Finance/Fintech Drop what you're working on 👇

Hello there, I built a fault-tolerant MoE training runtime from scratch (Triton kernels + 4D parallelism + elastic recovery when nodes die). Here are the real engineering lessons that mattered more than I expected... without pretending everything is solved. Full story on Medium: [@mattral-lifelong-learning/i-built-a-fault-tolerant-moe-training-engine-from-scratch-heres-what-i-learned-explained-simply-4df162f96e3a" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] Github: [github.com/Mattral/Compos…] I also rebuilt KAN networks architecture as pip installable library for production. Here's what the benchmarks actually showed, including where my own "GPU optimization" was 6× slower than I documented. Silent failure mode, honest numbers, ONNX export story: [@mattral-lifelong-learning/i-rebuilt-kan-networks-for-production-what-i-learned-391fd55914e0" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] github.com/Mattral/KANX I would like to connect with like minded builders.

Hey founders ! Looking to connect with people building in: - SaaS - Tech - AI tools - Web APPS What are you working on?

Hello there, I built a fault-tolerant MoE training runtime from scratch (Triton kernels + 4D parallelism + elastic recovery when nodes die). Here are the real engineering lessons that mattered more than I expected... without pretending everything is solved. Full story on Medium: [@mattral-lifelong-learning/i-built-a-fault-tolerant-moe-training-engine-from-scratch-heres-what-i-learned-explained-simply-4df162f96e3a" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] Github: [github.com/Mattral/Compos…] I also rebuilt KAN networks architecture as pip installable library for production. Here's what the benchmarks actually showed, including where my own "GPU optimization" was 6× slower than I documented. Silent failure mode, honest numbers, ONNX export story: [@mattral-lifelong-learning/i-rebuilt-kan-networks-for-production-what-i-learned-391fd55914e0" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] github.com/Mattral/KANX I would like to connect with like minded builders.

Looking to connect with others interested in: → Frontend → Backend → Full Stack → DevOps → LeetCode → AI/ML → Data Science → UI/UX → DSA → Freelancing → Startups If you're building, learning, coding, or growing in tech… Say hi & let's connect 🚀

Hello there, I built a fault-tolerant MoE training runtime from scratch (Triton kernels + 4D parallelism + elastic recovery when nodes die). Here are the real engineering lessons that mattered more than I expected... without pretending everything is solved. Full story on Medium: [@mattral-lifelong-learning/i-built-a-fault-tolerant-moe-training-engine-from-scratch-heres-what-i-learned-explained-simply-4df162f96e3a" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] Github: [github.com/Mattral/Compos…] I also rebuilt KAN networks architecture as pip installable library for production. Here's what the benchmarks actually showed, including where my own "GPU optimization" was 6× slower than I documented. Silent failure mode, honest numbers, ONNX export story: [@mattral-lifelong-learning/i-rebuilt-kan-networks-for-production-what-i-learned-391fd55914e0" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] github.com/Mattral/KANX I would like to connect with like minded builders.

Hey @X algorithm 👋 I'm looking to connect with people interested in: • AI/ML • Gen AI • Data Science • Full-Stack Development • Building in Public • Open Source • Founders • AI Agents & Automation • SaaS & Startups If that's you, let's connect ✨ #BuildInPublic #AI

Hello there, I built a fault-tolerant MoE training runtime from scratch (Triton kernels + 4D parallelism + elastic recovery when nodes die). Here are the real engineering lessons that mattered more than I expected... without pretending everything is solved. Full story on Medium: [@mattral-lifelong-learning/i-built-a-fault-tolerant-moe-training-engine-from-scratch-heres-what-i-learned-explained-simply-4df162f96e3a" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] Github: [github.com/Mattral/Compos…] I also rebuilt KAN networks architecture as pip installable library for production. Here's what the benchmarks actually showed, including where my own "GPU optimization" was 6× slower than I documented. Silent failure mode, honest numbers, ONNX export story: [@mattral-lifelong-learning/i-rebuilt-kan-networks-for-production-what-i-learned-391fd55914e0" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] github.com/Mattral/KANX I would like to connect with like minded builders.

Dear builders, I want to connect with: Founders Data Analyst Digital Marketer Data Scientist Data Engineer AI Founders AI Engineers AI Automation Specialists Full Stack Developers Product designers UI/UX Content Creators say hi and let’s build smarter together

Hello there, I built a fault-tolerant MoE training runtime from scratch (Triton kernels + 4D parallelism + elastic recovery when nodes die). Here are the real engineering lessons that mattered more than I expected... without pretending everything is solved. Full story on Medium: [@mattral-lifelong-learning/i-built-a-fault-tolerant-moe-training-engine-from-scratch-heres-what-i-learned-explained-simply-4df162f96e3a" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] Github: [github.com/Mattral/Compos…] I also rebuilt KAN networks architecture as pip installable library for production. Here's what the benchmarks actually showed, including where my own "GPU optimization" was 6× slower than I documented. Silent failure mode, honest numbers, ONNX export story: [@mattral-lifelong-learning/i-rebuilt-kan-networks-for-production-what-i-learned-391fd55914e0" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] github.com/Mattral/KANX I would like to connect with like minded builders.

Hey founders ! Looking to connect with people building in: 🍽️ SaaS 🚀 Tech 📲 Automation 🧠 AI tools 📱 Product Development 🔥 Web APP 💻 Devs Drop what you're working on 👇

Hello there, I built a fault-tolerant MoE training runtime from scratch (Triton kernels + 4D parallelism + elastic recovery when nodes die). Here are the real engineering lessons that mattered more than I expected... without pretending everything is solved. Full story on Medium: [@mattral-lifelong-learning/i-built-a-fault-tolerant-moe-training-engine-from-scratch-heres-what-i-learned-explained-simply-4df162f96e3a" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] Github: [github.com/Mattral/Compos…] I also rebuilt KAN networks architecture as pip installable library for production. Here's what the benchmarks actually showed, including where my own "GPU optimization" was 6× slower than I documented. Silent failure mode, honest numbers, ONNX export story: [@mattral-lifelong-learning/i-rebuilt-kan-networks-for-production-what-i-learned-391fd55914e0" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] github.com/Mattral/KANX I would like to connect with like minded builders.

Looking to #connect with people into: - SaaS - Founders - Building in public - Startup - Vibe coding - AI tools - Developers - Freelancers If, it's You, let's connect.

Hello there, I built a fault-tolerant MoE training runtime from scratch (Triton kernels + 4D parallelism + elastic recovery when nodes die). Here are the real engineering lessons that mattered more than I expected... without pretending everything is solved. Full story on Medium: [@mattral-lifelong-learning/i-built-a-fault-tolerant-moe-training-engine-from-scratch-heres-what-i-learned-explained-simply-4df162f96e3a" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] Github: [github.com/Mattral/Compos…] I also rebuilt KAN networks architecture as pip installable library for production. Here's what the benchmarks actually showed, including where my own "GPU optimization" was 6× slower than I documented. Silent failure mode, honest numbers, ONNX export story: [@mattral-lifelong-learning/i-rebuilt-kan-networks-for-production-what-i-learned-391fd55914e0" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] github.com/Mattral/KANX I would like to connect with like minded builders.

Let’s connect👋 Solo founder building in AI & tech. Open to meeting devs, indie hackers, and people working on cool projects. Building something or just want to talk tech?

Hello there, I built a fault-tolerant MoE training runtime from scratch (Triton kernels + 4D parallelism + elastic recovery when nodes die). Here are the real engineering lessons that mattered more than I expected... without pretending everything is solved. Full story on Medium: [@mattral-lifelong-learning/i-built-a-fault-tolerant-moe-training-engine-from-scratch-heres-what-i-learned-explained-simply-4df162f96e3a" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] Github: [github.com/Mattral/Compos…] I also rebuilt KAN networks architecture as pip installable library for production. Here's what the benchmarks actually showed, including where my own "GPU optimization" was 6× slower than I documented. Silent failure mode, honest numbers, ONNX export story: [@mattral-lifelong-learning/i-rebuilt-kan-networks-for-production-what-i-learned-391fd55914e0" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] github.com/Mattral/KANX I would like to connect with like minded builders.

Looking to meet people on @X If you're into: - building tech products - IRL communities - AI, robotics, startups - goodwill maxxing - nonlinear life paths - niche interests + rabbit holes Say hi or share your current rabbit hole! Looking to find my people here :)

Hello there, I built a fault-tolerant MoE training runtime from scratch (Triton kernels + 4D parallelism + elastic recovery when nodes die). Here are the real engineering lessons that mattered more than I expected... without pretending everything is solved. Full story on Medium: [@mattral-lifelong-learning/i-built-a-fault-tolerant-moe-training-engine-from-scratch-heres-what-i-learned-explained-simply-4df162f96e3a" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] Github: [github.com/Mattral/Compos…] I also rebuilt KAN networks architecture as pip installable library for production. Here's what the benchmarks actually showed, including where my own "GPU optimization" was 6× slower than I documented. Silent failure mode, honest numbers, ONNX export story: [@mattral-lifelong-learning/i-rebuilt-kan-networks-for-production-what-i-learned-391fd55914e0" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] github.com/Mattral/KANX I would like to connect with like minded builders.

No more lurking. If you're building something, here's your nudge. AI or not. Polished or rough. Revenue or 0 users. I don't care. Drop your project in the replies and show the web what you're building. Let's connect, collaborate and uplift one another. (Follow the thread + RT to find your tribe)

Hello there, I built a fault-tolerant MoE training runtime from scratch (Triton kernels + 4D parallelism + elastic recovery when nodes die). Here are the real engineering lessons that mattered more than I expected... without pretending everything is solved. Full story on Medium: [@mattral-lifelong-learning/i-built-a-fault-tolerant-moe-training-engine-from-scratch-heres-what-i-learned-explained-simply-4df162f96e3a" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] Github: [github.com/Mattral/Compos…] I also rebuilt KAN networks architecture as pip installable library for production. Here's what the benchmarks actually showed, including where my own "GPU optimization" was 6× slower than I documented. Silent failure mode, honest numbers, ONNX export story: [@mattral-lifelong-learning/i-rebuilt-kan-networks-for-production-what-i-learned-391fd55914e0" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] github.com/Mattral/KANX I would like to connect with like minded builders.

I’d love to interact with more founders and builders. In particular interested in AI for marketing & growth, agent frameworks, dev. tooling, marketplaces, consumer apps + robots. If you’re building in this space, what’s your current focus?

Hello there, I built a fault-tolerant MoE training runtime from scratch (Triton kernels + 4D parallelism + elastic recovery when nodes die). Here are the real engineering lessons that mattered more than I expected... without pretending everything is solved. Full story on Medium: [@mattral-lifelong-learning/i-built-a-fault-tolerant-moe-training-engine-from-scratch-heres-what-i-learned-explained-simply-4df162f96e3a" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] Github: [github.com/Mattral/Compos…] I also rebuilt KAN networks architecture as pip installable library for production. Here's what the benchmarks actually showed, including where my own "GPU optimization" was 6× slower than I documented. Silent failure mode, honest numbers, ONNX export story: [@mattral-lifelong-learning/i-rebuilt-kan-networks-for-production-what-i-learned-391fd55914e0" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] github.com/Mattral/KANX I would like to connect with like minded builders.

looking to connect people on @X if you're into - design - building SaaS - vibe coding - AI tools - shipping in public - figuring it out as you go say Hi or drop what you're working on looking to follow active ones 👋

Hello there, I built a fault-tolerant MoE training runtime from scratch (Triton kernels + 4D parallelism + elastic recovery when nodes die). Here are the real engineering lessons that mattered more than I expected... without pretending everything is solved. Full story on Medium: [@mattral-lifelong-learning/i-built-a-fault-tolerant-moe-training-engine-from-scratch-heres-what-i-learned-explained-simply-4df162f96e3a" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] Github: [github.com/Mattral/Compos…] I also rebuilt KAN networks architecture as pip installable library for production. Here's what the benchmarks actually showed, including where my own "GPU optimization" was 6× slower than I documented. Silent failure mode, honest numbers, ONNX export story: [@mattral-lifelong-learning/i-rebuilt-kan-networks-for-production-what-i-learned-391fd55914e0" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] github.com/Mattral/KANX I would like to connect with like minded builders.

Looking to connect with people on X who are into: • System Design • Java • Agentic AI • AI SaaS • Distributed Systems • LLM Engineering No gurus. No hype. Just smart people sharing ideas, learning, and building. Say hi 👋

Hello there, I built a fault-tolerant MoE training runtime from scratch (Triton kernels + 4D parallelism + elastic recovery when nodes die). Here are the real engineering lessons that mattered more than I expected... without pretending everything is solved. Full story on Medium: [@mattral-lifelong-learning/i-built-a-fault-tolerant-moe-training-engine-from-scratch-heres-what-i-learned-explained-simply-4df162f96e3a" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] Github: [github.com/Mattral/Compos…] I also rebuilt KAN networks architecture as pip installable library for production. Here's what the benchmarks actually showed, including where my own "GPU optimization" was 6× slower than I documented. Silent failure mode, honest numbers, ONNX export story: [@mattral-lifelong-learning/i-rebuilt-kan-networks-for-production-what-i-learned-391fd55914e0" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] github.com/Mattral/KANX I would like to connect with like minded builders.

Hey @X ! Want my X feed to be full of builders, techies, developers Connect me with the ones into: 📱IOS Development 💸 Freelancing ✨ Full Stack 🧠 AI/ML 📊 Data Science 🫂 Networking 🏆 SaaS 🔨 Startups lets connect and grow together.

Hello there, I built a fault-tolerant MoE training runtime from scratch (Triton kernels + 4D parallelism + elastic recovery when nodes die). Here are the real engineering lessons that mattered more than I expected... without pretending everything is solved. Full story on Medium: [@mattral-lifelong-learning/i-built-a-fault-tolerant-moe-training-engine-from-scratch-heres-what-i-learned-explained-simply-4df162f96e3a" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] Github: [github.com/Mattral/Compos…] I also rebuilt KAN networks architecture as pip installable library for production. Here's what the benchmarks actually showed, including where my own "GPU optimization" was 6× slower than I documented. Silent failure mode, honest numbers, ONNX export story: [@mattral-lifelong-learning/i-rebuilt-kan-networks-for-production-what-i-learned-391fd55914e0" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] github.com/Mattral/KANX I would like to connect with like minded builders.

Looking to connect with builders & devs — Dubai-based or Dubai-curious, but honestly anyone shipping cool stuff. What are you working on?

Hello there, I built a fault-tolerant MoE training runtime from scratch (Triton kernels + 4D parallelism + elastic recovery when nodes die). Here are the real engineering lessons that mattered more than I expected... without pretending everything is solved. Full story on Medium: [@mattral-lifelong-learning/i-built-a-fault-tolerant-moe-training-engine-from-scratch-heres-what-i-learned-explained-simply-4df162f96e3a" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] Github: [github.com/Mattral/Compos…] I also rebuilt KAN networks architecture as pip installable library for production. Here's what the benchmarks actually showed, including where my own "GPU optimization" was 6× slower than I documented. Silent failure mode, honest numbers, ONNX export story: [@mattral-lifelong-learning/i-rebuilt-kan-networks-for-production-what-i-learned-391fd55914e0" target="_blank" rel="nofollow noopener">medium.com/@mattral-lifel…] github.com/Mattral/KANX I would like to connect with like minded builders.

I want to connect with: > founders > builders > vibe coders > freelancers > motion designers > brand designers > AI startup employees If you’re someone that is BUILDING I want you know you