Great infrastructure is built on years of experimentation.
Shivini is an independent engineering studio and R&D lab. Kinode is a distinct AI infrastructure product developed within its engineering work.
Beyond one product
Different projects. The same hard questions.
How does work run across machines that were never designed to cooperate? How can orchestration be trusted when steps fail? How do tools keep developers productive, and how do AI systems stay understandable to the people using them?
An editorial grouping of what each project works on, not a dependency map.
Kinode benefits from that wider experience across distributed systems, AI, developer tooling and experimental products, while keeping its own scope, stage and evidence.
Selected work
Six projects, each at its own stage.
Heterogeneous AI infrastructure
Kinode
Active development
A local-first distributed model and inference service for heterogeneous, owner-authorized resources.
Boundary Support is tied to specific model, runtime, workload and device evidence. Broad hardware compatibility and full product acceptance are not claimed.
A Service-to-UI reference implementation that checks provider rules across adaptive Web, ChatGPT and Voice experiences.
Boundary A flight-domain slice with mock provider operations and recorded model output. Not a production service, and separate from Kinode’s compute fabric.
A portfolio of engineering work, not a product catalogue. Listing a project here does not make it a commercially available Shivini product. Stages and boundaries restate each project’s page on shivini.ai, reviewed November 2026.
Engineering philosophy
Think in systems. Build with evidence.
Reliable
Failure belongs in the first architecture discussion. Recovery paths are designed, not discovered.
Practical
Prove the hard part early, then build the system around it and make it operable.
Measurable
Claims stay within what the evidence supports, and stated limits travel with the result.
Thoughtfully designed
Contracts, data models and failure behavior are chosen deliberately, and people stay in control.