Architecture-First AI
LLMs are just one piece of the puzzle. True intelligence emerges from architecture. We research and build agentic systems that actually work.
LLMs are just one piece of the puzzle. True intelligence emerges from architecture. We research and build agentic systems that actually work.
The world builds LLM-first. We build architecture-first. Real intelligence comes from combining LLMs, symbolic AI, and agentic systems in architectures designed around the problems they need to solve. We view AI as universal problem-solving technology, regardless of domain.
We research LLM emergent behaviors and methods to overcome their intrinsic limitations. We advance agentic architectures, agentic workflows, and neurosymbolic systems for reliable intelligence.
We handle AI architecture, technical design, and system specification for all projects. For PoCs, we build end-to-end. For larger projects, we provide full project management or management-only services.
We work at two levels: organizational-level (AI readiness, AI transformation, process discovery and AI-based optimization) and project-level guidance (feasibility studies, technology selection, implementation planning).
Need research on agentic systems? Building applied AI projects? Strategic consulting for your organization? Let's discuss your challenge.