Where we explore what doesn't exist yet. Active research threads, internal tooling experiments, and the early-stage work that eventually becomes product.
What we explore
Real-time infrastructure
ActiveLow-latency collaboration primitives, CRDT-based conflict resolution, and edge-native presence propagation. Nexus Proto came out of this thread.
AI-native product patterns
ActiveHow product interfaces change when inference is cheap and fast. Grading engines, document understanding, and context-aware automation — built and tested inside real products.
Deployment tooling
InternalThe gap between a working build and a running system is still too wide. We're building internal tooling to close it — for ourselves first, and eventually for others.
Edge compute patterns
ExploratoryWhat changes architecturally when compute moves to the edge. Latency profiles, data consistency models, and the tradeoffs that don't show up in benchmarks.
Offline-first architecture
ExploratoryBuilding for environments with intermittent connectivity — sync strategies, conflict-free local state, and background reconciliation at the application layer.
Developer experience
InternalInternal frameworks, scaffolding, and conventions that let small teams move at large-team output. The compounding return on good tooling.
How it works
Every thread in this lab started as a problem we hit while building something real. Nexus Proto came out of needing real-time collaboration primitives that didn't exist at the right latency. Nexa Ed's grading engine came out of experimenting with subject-aware LLM scaffolding.
We publish research here when it's mature enough to be useful to others — not as papers, but as working code and honest write-ups of what we found.
2
Products from R&D
6
Active threads
First
Internal, then public
Always
Problem-first
Write-ups and releases — published here when they're ready.
No release schedule. We ship research the same way we ship products — when it's genuinely ready, not when a calendar says so.
Startup, team, or enterprise — build something new, improve what exists, or run on our products. We ship in weeks, not quarters.
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