Cerberus Dynamics

Cerberus Dynamics Building production-grade AI systems that fuse edge, cloud, and human workflows; engineered for scale, safety, and measurable business impact. Who we are: Cerberus Dynamics is a deep-tech systems studio that designs, builds, and deploys enterprise AI solutions and next-generation edge intelligence. We combine hands-on R&D, systems engineering, and product-grade delivery to turn experimental research into resilient, auditable, and revenue-generating platforms. What we do: We move beyond prototypes. Our work focuses on delivering complete, production-ready AI systems across three core domains: Enterprise AI & Automation — Retrieval-augmented systems, agent orchestration, automated decisioning, and workflow automation that drive measurable operational improvements. Edge & Heterogeneous Inference — Latency- and energy-aware orchestration that fuses NPUs, GPUs and CPUs to deliver sub-50 ms inference, extended battery life, and stable tail latency on device fleets. Applied R&D & Innovation — Rapid prototyping and commercialization of advanced models, PEFT techniques (LoRA / QLoRA), and multidisciplinary research that bring novel approaches to real problems. Services we offer End-to-end productization (from data fabric → model → UX → infra) RAG pipelines, vector search tuning, and provenance engineering Agent frameworks and tool-safe orchestration (multi-model / multi-tool flows) PEFT & hot-swap adapter workflows for rapid model iteration (LoRA/QLoRA) On-prem & hybrid deployments (Kubernetes, Terraform, GitOps) Observability for AI: entropy, embedding-drift, recall & explainability monitoring Edge orchestration: thermal-aware, power-aware scheduling and cache affinity MLOps, CI/CD, canary rollout and automated rollback playbooks Mentorship, training, and engineering handoffs — we deliver code and capability