Core infrastructure intelligence tooling, released for the community to extend and validate.
First-principles prediction engine for LLM inference — roofline performance, capacity planning, network collectives, cost estimation, and bottleneck classification.
Roadmap: V2 knowledge graph calibration from telemetry; V3 infrastructure digital twin.
Browser-side infrastructure intelligence UI. Describe a workload, get a decision report with sizing, economics, and binding constraints.
Client-side inference profiler. Replay dataset token distributions on target hardware and summarize latency and telemetry metrics.