PROJECT KAALMO

The first Somali-built Large Language Model. Real-time inference. Open architecture. Built to rewrite narratives.

MINNEAPOLIS_MN → MOGADISHU_SO → GLOBAL_NETWORK

Technical Architecture

Initializing KAALMO neural network...
Loading transformer architecture: [████████████] 100%
Tokenizer: ACTIVATED | Context window: 128K tokens
Real-time inference engine: ONLINE
Status: OPERATIONAL_

Neural Architecture

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Response latency for real-time conversational AI with streaming outputs

  • Transformer-based decoder architecture
  • Multi-head attention mechanisms
  • Optimized inference pipeline
  • Quantization for efficiency

Training Infrastructure

128K

Token context window for extended reasoning and document understanding

  • Distributed training cluster
  • Custom tokenization strategy
  • Reinforcement learning from human feedback
  • Continuous fine-tuning pipeline

Deployment Stack

99.9%

Uptime SLA with redundant infrastructure and load balancing

  • Containerized microservices
  • Auto-scaling compute resources
  • WebSocket streaming protocol
  • API rate limiting & authentication

Model Capabilities

Multilingual support including Somali, English, Arabic, and more

  • Natural language understanding
  • Code generation & debugging
  • Reasoning & problem solving
  • Cultural context awareness

REWRITING THE NARRATIVE

PROJECT KAALMO exists to show the world what Somali innovation looks like. Not the headlines. Not the stereotypes. Not the noise on social media. This is about engineers, researchers, and builders from the Somali diaspora creating cutting-edge AI technology that competes on the global stage.

We are doctors, scientists, entrepreneurs, and technologists. We build. We innovate. We contribute. KAALMO is proof that representation in AI isn't just about datasets—it's about who builds the systems themselves.

Every inference. Every API call. Every conversation with KAALMO is a statement: We are here. We are capable. We are the future.

1B+ Parameters
Real-Time Inference
Open Architecture
100% Community Driven

Impact Beyond Code

Financial Transparency

Every dollar generated by PROJECT KAALMO is directly donated to KinderCare Learning Center in Minneapolis, Minnesota. This isn't charity—it's investment. We believe in putting our money where our mission is: supporting the next generation of Somali innovators from day one.

Donation destination: KinderCare Minneapolis
Address: 2224 Park Ave, Minneapolis, MN 55404
Commitment: 100% of revenue → education
Tracking: Real-time ledger LIVE on platform

Community Investment

This project funds early childhood education because we understand the pipeline. We're not waiting for the system to change—we're building the infrastructure ourselves. From pre-K programs to STEM initiatives, every API call powers the foundation for the next generation of Somali engineers.

Technical Excellence Meets Social Purpose

KAALMO isn't just an LLM. It's a statement about what's possible when technical rigor meets cultural pride. We're building world-class AI while simultaneously dismantling the narratives that say we can't. Every model checkpoint. Every benchmark. Every line of code. It all points to one thing: representation through action.

JOIN THE MOVEMENT

Try KAALMO AI on X. Experience real-time inference from a Somali-built LLM. Every interaction funds education. Every conversation changes the narrative.

ACCESS KAALMO ON X →

All funds donated to: KinderCare Learning Center, Minneapolis