The frontier of edge AI & sovereign systems.
We engineer private foundation models, vernacular intelligence, and autonomous runtimes built for high-throughput, regulated industries. Zero cloud dependencies. 100% on-device data sovereignty.
Deep engineering, not just consulting
We build systems we'd bet our own capital on — and often do. Our ventures run on the same infrastructure we build for clients.
Systems that define our craft
LexRAG & Evolucent AI — Legal Contract & Compliance Intelligence
Enterprise document intelligence platform deployed across DIFC and ADGM for law and accounting firms. Multi-format ingestion (PDF, DOCX, scanned), local hybrid RAG for clause extraction, regulatory cross-referencing, and structured risk reports — under 3 minutes per document at 94% accuracy.
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Signizy — Secure Electronic Document Signing & Verification
Next-generation electronic signature platform engineered with phone and email OTP signer verification, cryptographic tamper-evident PDF sealing, and immutable audit trails. Zero envelope caps, transparent pricing, and instant self-serve signing for startups, freelancers, and enterprises.
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pico-type & NanoForecast: Edge AI Foundation Models
We designed, trained, and open-sourced pico-type (a 1.5M param byte-level text classifier running under 6ms on CPU, ArXiv 2608.14658) and NanoForecast (a zero-shot time-series forecasting model from 200K params compatible with Raspberry Pi). Deployed inside air-gapped systems for absolute data privacy.
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TinyDoc-VLM: CPU-runnable Document Vision Model
A 256M-parameter vision-language model optimized for processing high-volume documents privately on CPU. Deployed inside air-gapped corporate setups to perform OCR, layout parsing, and visual Q&A without cloud dependencies or GPU costs.
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Multi-Asset Quantitative Trading Platform
Production-grade quantitative trading system with multi-timeframe analysis, Smart Money Concepts strategy engine, live exchange execution across BTC, ETH, SOL and XRP. Dynamic position sizing, trailing stop-loss, and real-time PnL reconciliation with zero manual intervention.
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KARN — A Programming Language for AI Agents
We designed and built KARN from first principles — a token-minimal, platform-agnostic language that compiles to C, JavaScript, and WASM from a single source file. Native interop with pip, npm, cargo, and system libs. 4× denser than Python with error-as-value, async-by-default, and three execution modes.
View Project ↗What we engineer
Edge AI & TinyML
Hyper-efficient foundation models (200K–6.5M params) that run on CPU, Raspberry Pi, and on-device. Zero cloud dependency. Full data sovereignty.
Domain Intelligence
Legal, compliance, and financial RAG systems with deep corpora for Indian and UAE regulatory frameworks. Built for CA firms, law firms, and trading desks.
Quantitative Systems
Live trading infrastructure, backtesting engines, signal processing, and multi-asset execution platforms with institutional-grade risk management.
Language & Agent Engineering
Programming language design, compiler engineering, and multi-target code generation. Creators of KARN — the language built for AI agents.
Custom AI Systems
RAG pipelines, prediction engines, document intelligence, LLM fine-tuning, and autonomous agents built to production spec with real performance guarantees.
Enterprise Automation
Workflow automation, document processing, and compliance AI — reducing manual hours across legal, accounting, and operations teams.
Models we've open-sourced
Production-grade, Apache 2.0 licensed models built for the edge. No cloud required — deploy on your own hardware, your own terms.
Products in the pipeline
We're turning our research into commercial products. Get early access or register your interest.
Hybrid RAG system for Indian and UAE regulatory frameworks. GST, income tax, corporate law, DIFC/ADGM regulations — all queryable in plain language. Built for CA firms, law firms, and compliance teams who can't afford to miss a ruling.
Deploy TinyDoc-VLM, NanoForecast, and pico-type on your own hardware. No cloud. No data exposure. Full sovereignty. Built for regulated industries where your data cannot leave your walls — banks, hospitals, NBFCs, government.
Results, not promises
19 years. 100+ systems. Clients across India, the Gulf, North America, and Singapore. Here's what the work actually produced.
“I am delighted to state that the symbol for the Centre for Energy Science at IISER Pune was designed by Eulogik. We highly appreciate the design for its concept, artistry and style — and the impact it brings about. This was done with remarkable efficiency.”
“They built an AI classification system from raw image data at an accuracy level we hadn't seen from any other vendor. Tackled problems others said were unsolvable. The system has been in production, unmodified, for over a decade.”
“We were building Saltana — a self-learning AI radio. Audio fingerprinting, wave transforms, mood detection, genre clustering. Eulogik's depth was extraordinary, and honestly ahead of what Spotify was doing at the time.”
“Our DIFC contract pipeline went from 4 hours per document to under 3 minutes. The AI didn't just automate — it caught regulatory risks our team had missed for months. ROI was visible in week one.”
“The backtesting engine they built has 99.9% parity with live execution. The signal processing pipeline handles tick data across four assets simultaneously without latency degradation. It's institutional-grade infrastructure at a fraction of the cost.”
Common questions
What is Eulogik?+
Eulogik is a frontier edge AI company (est. 2007) that engineers private on-premise foundation models, vernacular intelligence systems, and agentic compilers. We specialise in models that run on CPUs, NPUs, and air-gapped systems with zero cloud dependencies and 100% data sovereignty.
What is the Brahmi Tokenizer?+
The Brahmi Tokenizer is Eulogik’s proprietary Indic tokenizer engineered specifically for Devanagari and regional scripts. It eliminates byte fragmentation and achieves 33–45% token compression compared to standard Western tokenizers, directly halving inference latency on Indic languages.
What is Bharat-Tiny-LLM?+
Bharat-Tiny-LLM v3 is our 1.7B parameter edge-first Hindi/Hinglish foundation model powered by the Brahmi Tokenizer. It runs fully offline in-browser via WebGPU or on local CPUs via llama.cpp, equipped with tool-use reasoning and GSM8K Hindi math capabilities.
What are Brahmi Neural Codecs (BNC)?+
BNC (Brahmi Neural Codecs) is our next-generation neural acoustic and speech codec engineered from first principles for Indian phonetic structures and low-bandwidth rural networks (<12kbps with sub-15ms edge latency).
Does Eulogik offer on-premise, air-gapped AI deployment?+
Yes. Eulogik Edge is our sovereign AI deployment stack. We deploy TinyDoc-VLM, Bharat-Tiny-LLM, PolyWhisper, and custom models on your own bare-metal hardware for banks, healthcare providers, NBFCs, and government agencies where data sovereignty is mandatory.
What is pico-type?+
pico-type is a 1.5M parameter byte-level text classifier that runs in under 6ms on CPU with a 200KB ONNX export. It classifies 62 programming languages and 90 MIME types without a tokenizer. Published on ArXiv (2608.14658).
What is PolyWhisper?+
PolyWhisper is an Indic multilingual speech recognition system built on Whisper with dual LoRA experts. It supports Hindi, Tamil, Telugu, Bengali, and Marathi with 20× reduced hallucination compared to base Whisper.
What is KARN?+
KARN is a token-minimal programming language designed for AI agents. It is 4× denser than Python and compiles to C, JavaScript, and WASM from a single source file. Available on PyPI and npm.
Building something that requires real engineering depth?
We take on select projects — AI systems, trading infrastructure, and intelligence platforms where the depth of engineering is the competitive advantage.