Metacognition
Models that watch themselves
Architectures that monitor, critique, and refine their own outputs instead of treating each answer as a one-shot guess.
Experimental AI orchestration
Building thinking tools for thinking machines.
SifSystems is a small, focused R&D studio exploring metacognitive architectures—systems that coordinate multiple AI models, reason about their own reasoning, and push into the fog at the edge of current science.
Contact SifSystems
Brief conversations, serious experiments.
Multi-model orchestration
Ensembles, not oracles
Coordinating diverse models—from tiny local nets to frontier systems— for robustness, not single-model bravado.
Frontier exploration
Edges of the map
Using AI to map promising but uncertain research directions, distinguishing stable islands from mirages in the mist.
SifSystems is an independent lab at the intersection of AI,
systems thinking, and long-horizon risk.
If you’re working on complex, high-stakes problems and need experimental
reasoning infrastructure—not productized hype—reach out and we’ll see
whether there’s a good fit.