Bur3hani/MuchKnow-Swahili-8B

TEXT GENERATIONPricing:Input $0.2 / Cached $0.028 / Output $0.32Concurrent Unit Cost:1Model Size:8BQuant:FP8Context Size:32kTool Calling:SupportedPublished:Oct 4, 2026License:mitArchitecture:Transformer Open Weights Featherless Exclusive Cold

Bur3hani/MuchKnow-Swahili-8B is an 8 billion parameter bilingual Large Language Model developed by BuruOps and MuchKnow, fine-tuned on DeepSeek-R1-Distill-Llama-8B. It is uniquely designed to understand and generate authentic East African Kiswahili across three distinct linguistic registers (Standard, Refined, and Street Swahili) alongside fluent English, supporting native code-switching. This model excels in advanced reasoning, inheriting strong mathematical and logic capabilities, making it ideal for applications requiring nuanced Swahili and English communication.

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Overview

MuchKnow-Swahili-8B is an 8 billion parameter bilingual Large Language Model, developed by BuruOps and MuchKnow, specifically fine-tuned for Tanzanian Kiswahili and English. Built upon deepseek-ai/DeepSeek-R1-Distill-Llama-8B, this model offers robust performance in both languages, with a particular focus on authentic East African Kiswahili.

Key Capabilities

  • Triple Kiswahili Register Alignment: Understands and generates Kiswahili across three distinct registers: Kiswahili Sanifu (Standard), Kiswahili Fasaha (Refined/Literary), and Kiswahili cha Mtaani (Street Swahili/Sheng) used in Tanzanian cities.
  • Native English & Kiswahili Code-Switching: Seamlessly processes and responds to queries in English, Kiswahili, or mixed bilingual inputs, adapting to the user's preferred language.
  • Advanced Reasoning: Inherits and distills the strong mathematical, logic, and reasoning capabilities from its base model, DeepSeek-R1.

Good for

  • Applications requiring nuanced and authentic Kiswahili communication across various social contexts.
  • Bilingual chatbots and conversational AI systems for East African markets.
  • Educational tools and content generation in Kiswahili and English.
  • Tasks demanding strong logical and mathematical reasoning in a bilingual setting.