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


Cerberus Dynamics

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Cerberus Dynamics

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