Numbers and methodology
What the numbers mean—and what they do not prove.
Public counts link to their source. Company measurements are labeled internal when their benchmark, sample, or raw data cannot be published.
concurrent workstreams
Internal project countpositive feedback
Internal feedback figure; sample details are not publicreported prototype latency
Internal measurementreported frame-rate improvement
Internal benchmark; workload details are not publicreported inference-latency reduction
Internal benchmarkreported temporal-artifact reduction
Internal evaluationdeployment context
Public scope is limited by confidentialitytraining and evaluation
Ongoing workreported concurrent users
Internal production figurereported p99 latency reduction
Internal production measurementreported monthly volume
Company-reported figurereported availability
Company monitoring figureRead every number with its source.
Public count: derived from a visible profile or the items listed on this site. Project benchmark: produced by the linked repository and not independently reproduced. Internal measurement: supplied from company work, with raw data unavailable publicly.
Overlapping roles are listed separately and are never summed into an inflated “years of experience” figure. A missing denominator or benchmark setup is treated as a limitation, not hidden behind a verification label.