Reference Architectures · AI Telemetry · Open Source

The unit economics of AI are still being written.

Sarth AI Velocity LLC builds reference architectures, telemetry harnesses, and ROI measurement frameworks on local NVIDIA inference hardware — quantifying what AI tokens and AI-augmented teams actually produce, and publishing the results in the open.

Kirbotron Suite

Containerized multi-GPU reference architectures, quantization benchmarks, and watts-per-token OpenTelemetry pipelines from our own NVIDIA testbed.

Human-Capital ROI

Quantitative methods, built on I/O psychology, to measure the incremental human performance unlocked by AI.

Open Source

Reference code, benchmarks, and standards work built in public — open AI unit-economics tooling anyone can inspect and use.

Where we'll be next in 2026

Fall season

Oct 22–23 AGNTCon + MCPConSan Jose, CA Agents · MCP

Nov 18 Ohio AI SummitColumbus, OH AI in Action

Nov 30–Dec 4 AWS re:InventLas Vegas, NV Cloud · AI

Get in touch

Research collaborations, open-source contributions, or questions about our work — we read everything.