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@eulogik

Eulogik

Frontier Edge AI & Vernacular Intelligence Systems. Creators of Brahmi Tokenizer, pico-type (ArXiv:2608.14658), and KARN. Est. 2007.

Eulogik

Frontier Edge AI & Vernacular Intelligence Systems

Eulogies for black boxes — hyper-efficient, auditable, edge-first foundation intelligence.

Website Hugging Face ArXiv Paper KARN Lang


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.


⚡ Core Breakthroughs & Inventions

🇮🇳 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. 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.

🔬 2. Edge Foundation Models & TinyML

  • 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.

🧠 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. Agent Compilers & Cost Optimization

  • 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.

🏢 Sovereign & Commercial Platforms

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.

📊 Systems Architecture: Edge vs. Cloud Status Quo

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

🤝 Enterprise Engagements & Sovereign Deployments

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: info@eulogik.comgautam@eulogik.com
🌐 Website: eulogik.comeulogik.com/contact
📍 Headquarters: India & UAE (Dubai)

© 2007–2026 Eulogik. Engineered for efficiency and sovereignty.

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  1. NanoForecast NanoForecast Public

    World's most deployable time series foundation model — 200K-6.5M params, zero-shot forecasting, streaming RNN inference, ONNX edge deployment, runs on Raspberry Pi

    Python 4

  2. TinyDoc-VLM TinyDoc-VLM Public

    256M-param document VLM: SigLIP + SmolLM2. LoRA fine-tuning, ONNX export, runs on CPU. Apache 2.0.

    Python 7

  3. pico-type pico-type Public

    A tiny byte-level multi-head content classifier (~1.5M params, ~200KB ONNX, <6ms). Classifies code, text, markup, config, images, binary, secrets, 62 code languages, 30 text languages, 90 MIME type…

    Python 6

  4. fugusashi fugusashi Public

    Fugusashi — Federated Learning of LLM Routing with Human-Interpretable Decisions. Open-source alternative to Sakana AI Fugu.

    Python 16 3

  5. LexRAG LexRAG Public

    Legal Intelligence Terminal — Hybrid RAG for UAE & Indian Law, Taxation & Compliance. Built by Evolucent AI, engineered by Eulogik.

    Python 3

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