Selected engagements showing how Helios converts business requirements into measurable technology outcomes.
Polykern GmbH — Zurich, Switzerland
Architected and deployed a proprietary HFT market-making system from scratch, operating live on Binance and OKX with a ~12 ms hot-path execution engine and cross-venue options hedging on Deribit.
Domain: Trading Infrastructure
Timeline: 2023 – Present
Read case studyStratos Capital Management — Dubai
Built a production-grade Smart Order Router and Consolidated Order Book engine to execute large-notional crypto orders across fragmented venues with minimal market impact.
Domain: Trading Infrastructure
Timeline: Institutional engagement
Read case studyRimath Group — Saudi Arabia
Designed and delivered a market-making system for the Tadawul stock exchange, providing continuous two-sided quoting with inventory-driven spread control and KPI tracking aligned with exchange requirements.
Domain: Trading Infrastructure
Timeline: Institutional engagement
Read case studyDubai Capital Management — Dubai
Designed a deep learning portfolio management system translating neural network outputs directly into deployable portfolio weights, with a custom risk-adjusted cost function and multi-regime backtesting.
Domain: Quant AI
Timeline: Institutional engagement
Read case studyPerfusion Mind — AI Product Platform
Designed and deployed a production multi-agent intelligence system using a mixture-of-experts setup, with speculative parallel execution and shared memory for faster, deeper reasoning.
Domain: Agentic AI Systems
Timeline: 2025 – 2026
Read case studyBaker Triangle — Legal AI Platform
Built a multi-tenant legal RAG platform with dynamic chunking, hybrid retrieval, reranking, and metadata-aware search to improve precision and trust in high-stakes legal workflows.
Domain: Enterprise RAG
Timeline: 2025 – 2026
Read case studyAI Traveller — Consumer Planning Product
Developed an agentic planning system that combines web data extraction, contextual reasoning, and constraint-based optimization to generate end-to-end itineraries with minimal user input.
Domain: Agentic AI Systems
Timeline: 2025 – 2026
Read case studyAI Image Enhancer — PropTech Imaging Workflow
Designed a production image enhancement pipeline for real estate photography, combining low-light enhancement, contrast correction, and super-resolution with model benchmarking and quality validation.
Domain: Multimodal AI
Timeline: 2024 – 2025
Read case studyOhm Outdoor — Property Visualization Platform
Developed a system that transforms satellite imagery into realistic front-facing property visualizations and applies generative style variants at scale.
Domain: Multimodal AI
Timeline: 2024 – 2025
Read case studyAI Wardrobe — Fashion Recommendation Product
Built a computer-vision and recommendation platform that combines clothing embeddings, attribute tagging, and hybrid ranking logic for personalized outfit generation.
Domain: Recommendations & Ranking
Timeline: 2025
Read case studyGreyhound Racing Analytics — Quant Research Initiative
Developed a predictive analytics system in a noisy market environment using feature engineering, baseline tree models, and learning-to-rank methods to identify potential inefficiencies.
Domain: Quant AI
Timeline: Research engagement
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