Intelligence systems engineered for production
We engineer private AI infrastructure, air-gapped foundation models, and quantitative systems for organizations where data sovereignty, deterministic accuracy, and speed are non-negotiable.
What we build for enterprise partners
From edge silicon runtimes to multi-million token domain RAG pipelines, our systems are built from first principles — without brittle third-party cloud locks.
Edge AI & Air-Gapped Deployments
Hyper-efficient models (200K–6.5M params) running on bare-metal CPU, Raspberry Pi, and local enclaves with zero cloud dependencies and 100% data sovereignty.
- ◆Private on-premise model deployment & air-gapping
- ◆CPU-runnable vision (TinyDoc-VLM) & text (pico-type)
- ◆Sub-6ms inference latencies on standard x86/ARM CPUs
- ◆Quantized ONNX and C++ embedded runtimes
- ◆Raspberry Pi industrial edge-node monitoring
Vernacular Intelligence & Local AI
Proprietary Indic foundation models, tokenizers, and neural codecs engineered for 500M+ regional language speakers with 100% on-device offline sovereignty.
- ◆Brahmi Tokenizer: eliminates byte fragmentation with 33–45% token compression
- ◆Bharat-Tiny-LLM on-device Hindi/Hinglish reasoning with tool-use support
- ◆PolyWhisper ASR: 5 Indic languages with 20× hallucination reduction
- ◆Brahmi Neural Codecs (BNC): sub-12kbps edge streaming for regional audio
- ◆DPDP Act & sovereign enterprise compliance (zero foreign cloud egress)
Domain Intelligence & Custom RAG (LexRAG)
Enterprise document intelligence pipelines deployed for law, accounting, and compliance teams across DIFC, ADGM, and Indian regulatory regimes.
- ◆Hybrid dense-sparse retrieval across multi-thousand page corpora
- ◆DIFC / ADGM regulatory rulebook lookup & statutory audit
- ◆Automated risk reporting in <3 minutes with 94% accuracy
- ◆Indian Direct & Indirect Tax (GST) legal reasoning
- ◆Cryptographic citation verification & audit logging
Quantitative & Algorithmic Systems
Production-grade live trading engines, backtesting runtimes, Smart Money Concepts strategies, and high-frequency order execution platforms.
- ◆Multi-asset live execution across BTC, ETH, SOL, and XRP
- ◆Tick-level WebSocket stream processing & micro-price signals
- ◆Universal backtester engine with 99.9% live parity
- ◆Dynamic position sizing & trailing risk parity control
- ◆Direct exchange execution APIs (Delta Exchange, etc.)
Language & Agent Compiler Engineering
Custom DSLs, compiler grammars, and token-minimal execution runtimes for autonomous AI agents. Creators of KARN.
- ◆Token-minimal AST design reducing prompt consumption by 4×
- ◆Multi-target code compilation into C, JavaScript, and WASM
- ◆Native cross-ecosystem interop (npm, pip, cargo)
- ◆Deterministic error-as-value agent execution flows
- ◆High-throughput sandboxed code execution environments
Model Distillation & Token Optimization
Middleware that slashes enterprise LLM spend by 40–70% via intelligent preference routing, local student models, and federated learning.
- ◆Federated routing via human-interpretable preference tables
- ◆4ms query evaluation routing to cheapest competent tier
- ◆On-premise fine-tuning on proprietary enterprise data
- ◆LoRA adapter orchestration for multi-lingual tasks
- ◆Zero-data-leakage enterprise privacy enclaves
Enterprise Workflow Automation
End-to-end automation of complex business processes — invoice reconciliation, KYC/AML compliance, and transactional verification.
- ◆Automated document extraction and contract auditing
- ◆Dual-factor phone & email OTP signing verification (Signizy)
- ◆Client onboarding compliance check (KYC/AML)
- ◆Enterprise API middleware & event-driven orchestration
- ◆SOC-2 and ISO compliance audit-readiness standards
Systems that define our craft
Real production software operating on live financial markets, inside air-gapped corporate data centers, and powering legal audits across international jurisdictions.
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.
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.
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.
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.
fugusashi: Federated LLM Routing Engine
An intelligent, privacy-preserving LLM routing middleware. Uses federated learning and human-interpretable routing tables to direct LLM requests across model tiers, saving 40–70% in API costs while keeping sensitive queries on-premises.
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.
AI-Powered Market Intelligence Terminal
Intelligence terminal with contrarian edge detection engine comparing model consensus against prediction market prices. Real-time feeds, sector heatmaps, and multi-model ensemble analysis for actionable trading opportunities across financial and event domains.
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.
How we partner with institutions
Architecture & Feasibility
We analyze your data privacy bounds, compute constraints, and latency requirements. Proof of concept deployed within 10 business days.
Custom Engineering & Distillation
We train, quantize, and adapt specialized models onto your target silicon — whether bare-metal CPUs, Raspberry Pi, or private GPU clusters.
On-Premises Deployment
Complete air-gapped handover with deterministic benchmarks, monitoring telemetry, and automated regression guards. Zero cloud vendor lock-in.
Have an enterprise engineering challenge?
We take on select institutional engagements where mathematical depth and system architecture create structural advantage.