Open source tooling, datasets, and peer-reviewed research from Tawakkul Labs.
· 1 Aug 2026
A synthesis of four architectural shifts that defined 2026: mixture of experts becoming the frontier standard, the return of linear state space models with Mamba 3, the formalization of agentic retrieval augmented generation, and the production lessons of multi agent orchestration. Each trend is examined for what it means on African hardware budgets.
· 1 Aug 2026
An audit of what open source AI can actually do on low end devices with no internet: the hardware tiers, the quantization and runtime stack that makes small models viable, the models that fit each tier, and proven use cases from East Africa. Ends with tiered advice for building local AI systems for rural and informal sectors.
Abduljabbar Abdulghani · 20 Jul 2026
Open-source modular personal AI system with shared memory, multi-agent routing, and local inference. Runs offline using FAISS vector search, SQLite memory, and GGUF models.
Abduljabbar Abdulghani · 10 Jun 2026
Cross-platform mobile AI app designed for offline-first use in low-connectivity environments. Ships with Gemma 3B and TinyLlama GGUF models, RAG retrieval, and 4x memory-efficient vector storage via SQLite abstractions.
· 15 May 2026
Flutter desktop productivity suite integrating static code scanning, WebSocket-based VS Code extension, and local semantic analysis. Demonstrates that real-time developer tooling can run on-device without cloud inference.
· 2 Apr 2026
Knowledge distillation of a 7B parameter LLM into a 70M parameter GPT-style student model for on-device deployment. Covers synthetic data generation, logit-based distillation, quantization, and a working web interface.