Eulogies for black boxes — hyper-efficient, auditable, edge-first foundation intelligence.
We build machine intelligence that runs locally, reasons without hallucination, and scales sovereignly.
Established in 2007, Eulogik is a frontier systems engineering and edge AI company operating across India and the UAE (Dubai). We specialize in private on-premise foundation models, vernacular intelligence systems, and agentic compilers engineered to run with zero cloud dependencies and 100% data sovereignty.
- Bharat-Tiny-LLM v3: Edge-first 1.7B Hindi/Hinglish foundation model built on Qwen3. Quantized for GGUF, WebGPU, and llama.cpp. Features native tool-use and GSM8K Hindi mathematical reasoning running 100% offline.
- Brahmi Tokenizer: Proprietary Indic script tokenizer engineered specifically for Devanagari and regional phonetic structures. Delivers 33–45% token compression over standard LLaMA/GPT tokenizers with zero byte-fragmentation.
- PolyWhisper: Indic multilingual speech recognition across 5 regional languages (Hindi, Tamil, Telugu, Bengali, Marathi) using frozen Whisper encoders and language-specific LoRA experts with 20× hallucination reduction.
- Brahmi Neural Codecs (BNC): Sub-12kbps Indic acoustic neural speech codecs designed for real-time edge voice streaming under severe bandwidth constraints.
- pico-type (ArXiv:2608.14658): A 1.5M-parameter, tokenizer-free byte-level classifier running in <6ms on CPU with a ~200KB ONNX binary. Classifies 62 programming languages and 90 MIME types directly on bare-metal edge hardware.
- NanoForecast v05: Zero-shot time series foundation model family (DeltaNet + LongConv, 200K–6.5M parameters). Performs probabilistic forecasting with uncertainty quantification directly on Raspberry Pi. Published on ArXiv.
- TinyDoc-VLM-256M: 256M-parameter CPU-runnable document vision-language model (SigLIP + SmolLM2). Performs on-premise OCR, table layout parsing, and visual question answering without GPU infrastructure.
- Prajna-V2 & Prajna-CRNv2: Cognitive Resonance Network adapters on frozen backbones (Gemma-4-E2B). Incorporates EpisodicMemory retrieval tables achieving 100% exact factual recall on verifiable knowledge with zero hallucination. Optimized for Apple Silicon via MPS.
- KARN Programming Language: A token-minimal programming language designed for AI agents. 4× denser than Python; compiles to C, JavaScript, and WASM from a single source file. Available on PyPI and npm.
- fugusashi: Federated LLM routing middleware with human-interpretable preference tables. Slashes enterprise API token expenses by 40–70% via intelligent query routing.
| Platform | Domain | Focus |
|---|---|---|
| Evolucent AI | Legal Intelligence (Dubai) | DIFC & ADGM statutory contract verification, bilingual English/Arabic RAG intelligence, and sovereign document audit engines. |
| Signizy | Document Workflows | Transparent digital signature platform featuring cryptographic audit logs, SHA-256 tamper-evident seals, and SMS/WhatsApp OTP signer verification. |
| Eulogik Edge | Sovereign Private AI | Air-gapped on-premise AI deployments for banking, defense, and healthcare institutions compliant with India DPDP Act and UAE data laws. |
| Eulogik Quant | Systematic Execution | High-frequency algorithmic execution runtime operating sub-10ms micro-price signal models on Delta Exchange. |
| Characteristic | Eulogik Edge Stack | Cloud LLM Status Quo |
|---|---|---|
| Deployability | CPU, Raspberry Pi, Apple Silicon, Bare-Metal NPU | Massive server farms, A100/H100 clusters |
| Inference Latency | Sub-10ms compiled C / ONNX / WebGPU | 500ms – 2.5s network + queue latency |
| Data Sovereignty | 100% private, air-gapped, zero external telemetry | Multi-tenant cloud APIs, cross-border data transit |
| Operating Cost | Fixed hardware runtime, zero per-token billing | Variable exponential per-token recurring bills |
| Regional Language Support | Native Devanagari & Indic tokens (Brahmi Tokenizer) | High token fragmentation, 3-5x byte inflation |
Eulogik partners with regulated enterprises, government bodies, and deep-tech teams to deploy sovereign intelligence:
- Sovereign On-Premise AI: Deploying air-gapped TinyDoc-VLM, pico-type, and Bharat-Tiny-LLM on dedicated infrastructure.
- Custom Indic Foundation Models: Tailored domain fine-tuning and tokenizer adaptation with the Brahmi Tokenizer and BNC.
- Token Compaction & Optimization: Modernizing AI agent pipelines with the KARN compiler and fugusashi routing proxies.
📧 Contact: [email protected] • [email protected]
🌐 Website: eulogik.com • eulogik.com/contact
📍 Headquarters: India & UAE (Dubai)
© 2007–2026 Eulogik. Engineered for efficiency and sovereignty.