SERVICE · II
AI and ML systems engineering.
Multi-agent orchestration, model pipeline architecture, edge-inference deployment, and applied AI tooling at production scale.
What we engineer
- 01Multi-agent orchestration systems with deterministic execution paths
- 02Model pipeline architecture: ingestion, preprocessing, inference, and post-processing
- 03Edge-inference deployment on resource-constrained hardware (including Android)
- 04Hardware-aware model selection and runtime path validation
- 05AI assistant integration with grounded, hallucination-resistant behaviour
- 06Production FastAPI backends for ML workloads
- 07NVIDIA NIM integration and AI inference acceleration
- 08Autonomous agent systems with failure recovery and restart logic
Relevant product: LokiAI
LokiAI is THE SHRIKS' own AI infrastructure product. It is an Android-first, hardware-aware deployment layer for local AI — the product of the same engineering discipline applied to client AI/ML work.
Product goals are not the same as shipped capabilities. We make this distinction clear in our own products and apply the same standard to client work.
Benchmarks require retained proof. We do not publish performance claims without evidence, and we apply the same standard to client deliverables.