We build production AI systems — not chatbot wrappers. Cognitive architectures, perception engines, predictive pipelines, and autonomous agents deployed on real cloud infrastructure.
Not off-the-shelf AI. Not ChatGPT with your logo. Purpose-built systems.
AI systems that observe user behavior, learn workflows, and build persistent models of how you work. Multi-layer memory architectures with volatile perception, cached identity, and long-term learning — deployed as always-on digital assistants.
Local analysis systems processing visual signals at sub-2-second latency. Color histogram analysis, edge density measurement, task classification, anomaly detection, and privacy-aware content scanning — all running on consumer GPU hardware.
Self-supervised training loops that learn from real usage data. Workflow prediction, behavioral modeling, and scoring pipelines that improve continuously. Statistical priors combined with deep semantic reasoning for layered prediction accuracy.
Multi-agent systems with tool use, function calling, and autonomous decision-making. Agents that can browse, code, analyze data, and orchestrate complex workflows — with human-in-the-loop controls and audit trails.
AI workloads split across purpose-built services sharing cached identity contexts. Chat, worker, and pilot services with multi-tenant isolation, dynamic context refresh on learning events, and zero cross-user data leakage.
Connect any data source — screen activity, calendars, Slack, email, CRM, sensor data — into a unified prediction engine. Every stream becomes a state input. Architectural unification across heterogeneous data sources.
Experimental AI systems exploring emergent cognition, self-organizing substrates, hyperdimensional computing, and physics-inspired architectures. From hypothesis to simulation to published research — we build the experiments.
Browser extensions and Electron desktop applications that serve as the front door for AI systems. System tray integration, background monitoring, keyboard shortcuts, and seamless handoff between local and cloud processing.
Tell us what you're trying to build. We'll tell you if we can help.
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