Applied AI Research Studio
SG Solve develops intelligent systems, agentic architectures, and resilient AI platforms. Our work combines open-weighted models, large foundation models, and autonomous agents to build secure and scalable AI solutions.
Applied AI Research Studio
SG Solve develops intelligent systems, agentic architectures, and resilient AI platforms. Our work combines open-weighted models, large foundation models, and autonomous agents to build secure and scalable AI solutions.
Supported by Leading AI & Startup Ecosystems
Applied AI Research & Systems
SG Solve is an independent AI studio and engineering lab focused on applied AI research and production-grade software systems. We transform cutting-edge machine learning models, algorithms, and research into secure, scalable applications that solve real business problems. Our approach combines rigorous engineering, privacy-first design, and reliable performance to help organizations integrate AI into critical operations while maintaining full control over their data and infrastructure.
A core area of our expertise is the development of agentic systems and intelligent automation architectures. Rather than building simple AI interfaces, we create autonomous multi-agent environments capable of reasoning, coordinating workflows, adapting to changing conditions, and recovering from failures. These systems integrate with enterprise databases and legacy software while providing transparency, traceability, and governance. Through platforms such as GoSimplex, powered by Simplex Brain, Migrus Data Layer, and Conexon Connection Pooling, we deliver model-agnostic, vendor-independent AI solutions designed for long-term scalability, compliance, and business value.
LLM Models Aligned to Use Cases
We evaluate different classes of models—including open-weighted models, foundation models, and agent architectures—to determine the most effective approach for each use case. Our work focuses on how these models perform across tasks such as reasoning, knowledge retrieval, and structured decision support.
A central priority is enabling private, secure, and controllable deployments, allowing organizations to retain full control over their data and infrastructure. By combining open-weighted models with advanced orchestration and agent frameworks, we design systems capable of deeper language understanding, reliable reasoning, and integration with real-world knowledge systems.
LLM Models Aligned to Use Cases
We evaluate different classes of models—including open-weighted models, foundation models, and agent architectures—to determine the most effective approach for each use case. Our work focuses on how these models perform across tasks such as reasoning, knowledge retrieval, and structured decision support.
A central priority is enabling private, secure, and controllable deployments, allowing organizations to retain full control over their data and infrastructure. By combining open-weighted models with advanced orchestration and agent frameworks, we design systems capable of deeper language understanding, reliable reasoning, and integration with real-world knowledge systems.
Research
Applied AI systems, intelligent agents, and knowledge architectures
Our research focuses on building reliable AI systems that combine language models, structured knowledge, and controlled infrastructure. We explore how AI systems can move beyond simple text generation toward dependable reasoning, secure deployment, and enterprise-grade automation.
Infrastructure Innovation
Orchestration frameworks for scalable connection pool management across distributed AI infrastructure.
LLM Reliability Research
Work on hallucination causes, context interpretation, and knowledge representation for dependable AI systems.
Research
Applied AI systems, intelligent agents, and knowledge architectures
Our research focuses on building reliable AI systems that combine language models, structured knowledge, and controlled infrastructure. We explore how AI systems can move beyond simple text generation toward dependable reasoning, secure deployment, and enterprise-grade automation.
Our work spans two primary areas:
Infrastructure Innovation
Patents have been filed for a unique orchestration framework for connection pool management in cloud environments, enabling highly scalable and resilient AI systems operating across distributed infrastructure.
LLM Reliability Research
Our ongoing research examines the root causes of hallucinations in large language models. Instead of treating hallucinations purely as output errors, we study the underlying mechanisms of generation, context interpretation, and knowledge representation to reduce failure modes and improve model reliability.
AI Platforms & Products
Infrastructure, intelligence, and enterprise workflow automation.
Our platforms combine advanced AI models, knowledge architectures, and scalable infrastructure to power resilient enterprise systems.
Your Unified AI Operating Platform.
GoSimplex connects legacy systems, enterprise data, AI models, and intelligent workflows into one resilient operating layer.
It helps organizations modernize without replacing what already works, coordinating existing infrastructure with intelligent automation, reasoning endpoints, and governed AI workflows.
The platform brings together cognitive orchestration, real-time data synchronization, migration, and secure AI interaction so enterprise teams can build resilient systems on top of their current technology estate.
Visit GoSimplex.aiVak — the top-level execution environment
The execution environment where autonomous AI workflows coordinate across legacy databases, internal APIs, and reasoning endpoints.
Visit Vak
Additional experimental products are in the pipeline, covering other aspects of enterprise workflow automation and intelligence.
AI Development & Consulting
We help organizations design and deploy intelligent systems.
- AI architecture design
- Agent AI platforms
- Enterprise automation systems
- Secure AI deployments
- AI product development
AI Development
& Consulting
We help organizations design and deploy intelligent systems.
- AI architecture design
- Agent AI platforms
- Enterprise automation systems
- Secure AI deployments
- AI product development
SG Solve
Applied AI research and engineering.
We build intelligent systems and autonomous platforms.
- Agent AI architectures
- Resilient infrastructure systems
- Applied machine learning
- Intelligent automation platforms
SG Solve
Applied AI research and engineering.
We build intelligent systems and autonomous platforms.
- Agent AI architectures
- Resilient infrastructure systems
- Applied machine learning
- Intelligent automation platforms
Let's build intelligent systems together.
Tell us what you're building. We'll respond within two business days.