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  > "Intelligence that speaks our language, not just translates it."
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- ## About
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- Dataflare is an engineering-first AI research lab building sovereign intelligence infrastructure for the Middle East. We address the hidden "Arabic Tax" in global AI models by forging cognitively native infrastructure—from silicon to prompt.
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- ## Core Initiatives
 
 
 
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- ### 1. The Tokenization Tax (DF-Arc)
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- **The Problem:** Standard models (like `cl100k_base`) fragment Arabic into 2-3x more tokens than English, inflating inference costs and latency.
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- **The Solution:** `DF-Arc` is a morphology-aware tokenizer that achieves near 1:1 word-to-token ratios, reducing token usage by ~40% and unlocking higher throughput.
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- ### 2. Sovereign Datasets
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- We curate high-fidelity, legally compliant corpora rather than scraping common web noise. Our data pipeline covers:
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- * **Legal Archives** (MSA)
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- * **Dialectal Transcripts** (Egyptian, Gulf, Levantine, North African)
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- * **Cultural Heritage** (Literature, Poetry, History)
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- ### 3. Native Alignment
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- Our models are aligned by native domain experts—lawyers, doctors, and poets—to ensure reasoning reflects local reality and values, avoiding the "cultural flattening" of translated English.
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- ---
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- **© 2026 Dataflare Lab.** Sovereignty is non-negotiable.
 
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  > "Intelligence that speaks our language, not just translates it."
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+ Dataflare is an engineering-first research lab building sovereign AI infrastructure for the Middle East. We address the "Arabic Tax" by forging cognitively native models—from silicon to prompt.
 
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+ **Core Initiatives:**
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+ * **DF-Arc Tokenizer:** Morphology-aware tokenization reducing Arabic token usage by ~40%.
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+ * **Sovereign Datasets:** Curated high-fidelity corpora (Legal, Dialectal, Cultural) replacing web noise.
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+ * **Native Alignment:** Models aligned by local domain experts to preserve cultural depth.
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+ **Contact:** [dataflare.com](https://dataflare.com) | hello@dataflare.com