Polycog builds the reasoning infrastructure for agents — composable neuro-symbolic reasoning primitives, orchestration directives, and built-in observability, explainability, & safety
We build the infrastructure that sits between your foundation model and your agent's actions — giving it the ability to reason structurally, act safely, and explain itself clearly
Composable building blocks that combine neural inference with logical reasoning. Agents reason about rules, relationships, and constraints — not just pattern-match on tokens.
Declarative policies governing how agents think, decide, and execute. Define schemas aligned with a human expert's mental model — not imperative code that breaks at scale.
Every decision causally determined and traced. Audit any agent decision with a deterministic lineage of data and knowledge. Ensure agents do not take unauthorized action.
These aren't aspirational values — they're architectural constraints we've built into our stack. Trust is not a vibe; it's intentional design.
Every decision an agent makes should be traceable to a cause. We build infrastructure that makes opacity structurally impossible, not just configurable.
We provide the smallest useful unit of reasoning. You compose. This gives you control over the entire reasoning stack without inheriting our assumptions about your domain.
Safety is not a feature you add later. Constraints are baked into the reasoning loop itself — before any action is taken, not as a post-hoc filter that can be bypassed.
We're working with a small cohort of teams building production agent systems. Ping us and we'll reach out.