Research
A working R&D group, not a marketing department.
We publish the ideas we bet the platform on — foundation model optimization, swarm engineering, cognitive architecture.
All notesModel optimizationCognitive architectureSwarm engineering
Cognitive architectureJan 2026
Visual Fingerprinting for Associative Memory
Compact visual signatures as retrieval keys for long-lived agent memory — associative recall that scales with an agent's tenure, not its context window.
Read the note →Model optimizationNov 2025
Harness-Level Optimization for Domain Models
Squeezing frontier-adjacent performance out of small on-premise models by engineering the harness — routing, retrieval, and verification around the weights.
Read the note →Swarm engineeringAug 2025
Swarm Execution & First-Principle Engineering
Decomposing enterprise workflows into agent swarms with verifiable checkpoints — why orchestration, not model size, sets the ceiling on reliability.
Read the note →Research informs the roadmap.
Every note above shipped as a platform capability. If a problem in your workflow needs new research, that's the kind of engagement we like most.