⚡ Core Breakthroughs & Model Portfolio

🇮🇳 1. Vernacular Intelligence & Indic NLP

• Bharat-Tiny-LLM v3: Edge-first 1.7B Hindi/Hinglish foundation model built on Qwen3. Quantized for GGUF, WebGPU, and llama.cpp. Native tool-use and GSM8K Hindi mathematical reasoning running fully offline.
• Brahmi Tokenizer: Eulogik’s 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 languages (Hindi, Tamil, Telugu, Bengali, Marathi) using frozen Whisper encoders with language-specific LoRA experts and 20× hallucination reduction.
• Brahmi Neural Codecs (BNC): Sub-12kbps Indic acoustic neural speech codecs designed for real-time edge voice streaming under constrained bandwidth.

🔬 2. Edge Foundation Models & TinyML

• pico-type-v02 & pico-type: 1.5M-parameter, tokenizer-free byte-level classifier executing in <6ms on CPU with a ~200KB ONNX binary. Classifies 62 programming languages and 90 MIME types directly on edge hardware (ArXiv:2608.14658).
• nanoforecast-v05: Zero-shot time series foundation model family (DeltaNet + LongConv, 200K–6.5M params). 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, layout parsing, and visual question answering without GPU acceleration.

🧠 3. Zero-Hallucination Cognitive Architectures

• 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.

⚙️ 4. LLM Optimization & Federated Routing

• fugusashi-v1.3 & fugusashi-router: Federated LLM routing middleware with human-interpretable preference tables. Slashes enterprise API costs by 40–70% via intelligent query routing.

⚡ Interactive Spaces & Browser Demos

Test our edge models live directly in your browser:

• 🚀 Bharat-Tiny-LLM v3 WebGPU Demo — 100% offline in-browser Hindi/Hinglish LLM.
• 💬 Bharat-Tiny-LLM Chatbot — Regional conversational assistant.
• 🐡 Fugusashi Router Demo — Federated prompt router with preference learning.
• 📄 TinyDoc-VLM Demo — Document layout parsing and visual QA.
• 📊 NanoForecast CSV Tool — Zero-shot time series forecasting.
• ⚡ pico-type Demo — Sub-millisecond byte classifier.

🏢 Enterprise & Sovereign AI Deployments

All Eulogik core public models are open-sourced under Apache 2.0 or MIT licenses.

For regulated institutions, banks, defense, and healthcare enterprises requiring complete data sovereignty:

• Eulogik Edge: Private on-premise foundation model deployment with air-gapped runtimes (compliant with India DPDP Act and UAE data protection laws).
• Custom Indic Foundation Models: Enterprise fine-tuning and tokenizer adaptation with the Brahmi Tokenizer and BNC.
• Token Compaction & Optimization: Enterprise routing proxies and memory adapters.

📧 Inquiries: info@eulogik.com • gautam@eulogik.com
🌐 Website: eulogik.com • eulogik.com/solutions
📍 Locations: India & UAE (Dubai)