SOVEREIGN FOUNDATION MODELS

Our sovereign multilingual models are engineered for the languages, strict security classifications, and complex operational contexts that frontier commercial APIs weren't designed to serve.

Enterprise Architecture Spec

Foundation Checkpoint Family

AIR-GAPPED • PRIVATELY HOSTED
70 Billion

Manara-70B Sovereign

Dense Multilingual Foundation Model

Context Window:128,000 Tokens
Inference Latency:14ms First-Token Latency
Benchmark:87.4% MMLU / 91.2% HumanEval
Deployment:Air-Gapped / Private VPC / On-Prem
8 Billion

Manara-Agent-8B

High-Throughput Action Orchestrator

Context Window:64,000 Tokens
Inference Latency:4.2ms First-Token Latency
Benchmark:94.6% Tool Use Accuracy
Deployment:Edge / Micro-server / GPU Pods
1.5 Billion

Manara-Embed-V3

Cross-Lingual Semantic Retrieval Engine

Context Window:8,192 Tokens
Inference Latency:< 2ms Inference
Benchmark:68.2 MTEB Average Score
Deployment:Optimized TensorRT / ONNX
Linguistic Depth

Trained for cultural nuance, specialized legal code, and regional vernacular.

Most commercial models hallucinate or exhibit severe quality degradation when processing non-English institutional texts. Our custom tokenizers and curations achieve native fluency in Arabic (Modern Standard & regional dialects), French, Spanish, Hindi, and technical domain jargon.

60+Languages Supported
3.2xCompression Ratio
TOKENIZER_BENCHMARK.JSONEFFICIENCY: OPTIMAL
ARABIC (MSA & GULF DIALECTS)

Evaluated on 42,000 legal judgments and sovereign regulatory decrees with 98.6% citation accuracy.

TECHNICAL & MEDICAL CORPORA

Bi-directional medical diagnosis coding (ICD-10/11) and financial balance sheet parsing.

CODE & MULTI-AGENT ACTIONS

Standardized on HumanEval and Berkeley Function-Calling benchmarks with deterministic JSON outputs.

Deploy in your isolated sovereign environment

We deploy models on NVIDIA H100/H200, AMD MI300X, or private sovereign cloud VPCs with full hardware telemetry.