the science of imagination
systems that think, create, and evolve.
a modern renaissance lab at the intersection of art, science, and intelligent systems — designing agentic frameworks, research tools, and scientific narratives that make technology feel human.
purpose
we design and study intelligent, agentic systems that feel human — intuitive, expressive, and alive. technology should amplify creativity, not replace it.
saengil ai is a collective of creators, technologists, and thinkers shaping the frontier between art and science. innovation is both play and discipline, a dance between logic and imagination.
journal
latest research
on the architecture of persistent agentic frameworks
exploring the design principles behind systems that maintain coherent identity across sessions — how memory, policy selection, and skill-based reasoning create agents that evolve rather than reset.
embedding models and the geometry of meaning
a study of how vector representations encode semantic relationships, and why the spatial metaphor of meaning has practical implications for retrieval-augmented generation.
the RUNES protocol — skill-based agent orchestration
introducing a framework for composable agent behaviors through declarative skill graphs, policy routing, and emergent task decomposition.
browser automation as a cognitive extension
how autonomous browser agents can serve as externalized reasoning — navigating, extracting, and synthesizing information in ways that augment rather than replace human judgment.
projects
active studies
RUNES protocol
a declarative framework for composable agentic behaviors — skill graphs, policy routing, and emergent task decomposition for persistent AI systems.
activeideonexus
an agentic research framework for managing AI/ML projects — tracking ideas with genealogy, designing sandboxed experiments, and monitoring the competitive landscape.
researchbrowser agent v2
next-generation autonomous browser automation with vision-language models, persistent session memory, and multi-step task planning.