Bridging human intent
and machine understanding
Projects
Authorship
Creative writing is fundamentally an information architecture problem. Authorship applies Robo Data Lab's core research in trajectory retrieval, causal world modeling, and local inference to manage…
Read more →
Vramen
A local inference server that keeps several models resident side by side under a fixed memory quota. It is a library, not a daemon — nothing starts a server, opens a port, or writes a config file.
Read more →Research
Alignment
When an internal state is collapsed into natural language, it undergoes lossy compression. Mainstream alignment optimizes surface-level steerability; we treat alignment as the problem of manifold…
Read more →
Plot identification
Recovering what happens, to whom, and in what causal order — the plot extraction research at Robo Data Lab
Read more →
Semantic search
Standard retrieval-augmented generation relies on localized spatial proximity in static embedding spaces. True semantic search requires reconstructing dynamic state trajectories across extended…
Read more →Working on the same problems?
If you are building something where the hard part turned out to be what the language was carrying rather than how it read, we would like to hear what you ran into.